{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "source": [
    "import pandas as pd\r\n",
    "import matplotlib\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "matplotlib.rcParams['font.sans-serif']='SimHei'"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 读取数据源"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "source": [
    "male_df = pd.read_excel(\"./data//体测分数_男生.xls\", sheet_name=0, engine=\"xlrd\")\r\n",
    "female_df = pd.read_excel(\"./data//体测分数_女生.xls\", sheet_name=0, engine=\"xlrd\")"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 1 绘制男子1000米成绩等宽分箱的饼图"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "source": [
    "r=pd.cut(male_df['男1000米跑分数'],bins=3,labels=['(0,33.33]','(33.33,66.67]','(66.67,100]']).value_counts()\r\n",
    "fig =  plt.figure(figsize=(5,5),dpi=150)\r\n",
    "explode = (0.1,0,0)\r\n",
    "_ = plt.pie(x=r,labels=r.index,autopct='%0.1f%%',explode=explode,shadow=True,pctdistance=0.75)\r\n",
    "_ = plt.title('男1000米跑分数比例')"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr0AAAJ1CAYAAADUn0gBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAABcSAAAXEgFnn9JSAACdfklEQVR4nOzdd3yb1dn/8c+Rt529dxzAYYYNZu8dVume0Enn0926Twfpeppfd0spdNACLdAy24CZYYdhIAQII4kznMTOjrfloXF+f5xbxHE8JFvyLcnf9+ull2Lp3Pd92fG4dHSd6xhrLSIiIiIi2SzgdwAiIiIiIqmmpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdERjRjzOnGmKuMMacN0/X+1xhzSIqvkWeMmZvKa6SSMWa+939y/hDPc4ox5n3GmMJBHr/AGHOCMWb8UOIQkfRgrLV+xyAig2CMOQ+4KAmnesZae3cSzpORjDG/Bb4M/M1a+8lenh9lrW1N0rXmAjVAB3CYtXbdEM/3U2ATcIu1tt177BjgIWCNtfbkBM93OVBprQ0ZY2YDG4BXrbXHes9/EPf9Uut9/D3gIOBGa+0TcZw/D5gJWGvtxn7GfRL4K/Cotfa8RD6HHuf5DfAVYJm19tRBHP8kcDpwurX26cHGISLpIdfvAERk0I7AJWtDFQayOuk1xswCfgVcY61d1ePpLd59Wy/HnQIsMcb8DLjWWtvRy5ijgf4Sov2stTu8fy/07v+WhIR3HC6hKwY2Aw94T70KNAEnGWPOsdYujfN8V+C+D24FPgKEgBzvHmPMZOAm4HXgOO+wk4ELgCeBAZNeoBRYAwSBkn7GdXr3oXhi78fF3v3/8/4PPwB0Ad1ne3K9WA6w1vb8Htjp3e8aYhwikgZU3iCSuWIJ2L+ttabnDfjhAM//qsd5emWMOdwY02yMWTTAuBxjzNeMMauMMZ3GmHXex6afYw4xxtxrjGk0xrQaY+43xhyYzGt47gTeB/zDGNPzxX4s0ektwfoxMB74OjCrj3OHcUnTeuBf3W7bvMe7f30/4t3/eYB44/FVXML7lLU2lvBirY0A13gfXmuMKYjzfPcCNwMfNsZ8mT1fj1gC+gUgH/h+t2OOIrEXTbEZ8+AA47p63CfMGHMicAButroS2I37P8oHDvRiqAHqgFog2stpOnrci0gGU9IrkrkiqT6PMWYacB8wur8TeEnn33GJ9IG4mcdJ3se/6+OYo4AXgMsBg0sSFwLPGWMOSMY1uvkSLjk7Fvhuj+din/9etV5e+cgZuGToQ9batX2cO5YUPmKt/VTs5n1u4CVu3ud0ovfYq8YY28dtBwMwxkwFvuZ9+J1ehtwGvIwrPfjZQOcDV28AfB54HqhnT9IbNcYEcKU0K6y1D3kxLACmAs9ZaxviuUa3cw40g5uMmd7Pevc3WeeX1tqzgUe8x79qrb3AWnu6tfY4a227MeZRY0ytMeYEb0zse6O3hFhEMoySXpHMlaw/xL0W9htj9gceA+bEcY7PAh8FWoAzrLUHADO8479kjDmjx7kLgf/gkul/AdO9Yy4BxtL7TGhC19jrE7T2ZeAX3ocVxph5/X0yxpjR3WL4nbX28X6Gd/bzHOxJnD7n3f8Xl6T3dmsHmgc4H8AfgFHA3dba53s+6SWwV+MS/a8aY94/0AmNMb/HzRA/DuwPfMt7qhT4AfAg8IIx5pfeor/YIrOHezlXjjFmjDEmp8dT8SaR/Y4zxpxojKnsa4GaMWYm8EHvw56z0NO8+95qiotwNcdJqeEWkTRjrdVNN90y8IZLAm0Sbot6OffZuLeDO4GqvsZ5Ywtws7QW+ESP5/bDJTBP9Hj8K974aiC/x3N/9547fSjX6CXOUcAO7xz/6eXr+Mtuj/3Ne2wdUDzAeef2PN57/J/e47nABFyyvgko6Odc9cDKAa73Qe+8ncD+A4z9Ybex5w8wNpHvmS/iXmwMNO6gHtcY5z1eO0AsF3vj/tXLc1fjShN6fd4b88duMczq8dzbuNn3nF6Oe8g7Zp738U3ex6XD+bOtm266peamhWwimW8NbhaupxOA8n6ePxU4uo9zfh/31vJ5wJnA8f1c/3Tc29y7gX90f8Jau94Y8xhwpjFmrLW2yXvqfd79H621Pes2/wJchUt8nhrCNegxrtXrdnAZ8KN+Ph+ApbjP/dPW2oHqTweqmc3B1QSPAr5sre1vZjiXfupHvXKTP3gf/tgOvBjuh7i620uA+4wxn7XW/q2PsQtwyXEnbpY7NpP7NPB+XH1yO+7zLcHNTDfhEsOYOcC7cC+U3iC+Weu4eO88/J49HUveAG7sZdwBwKf6OMdYYL4X1ze7lYLvtNbeyJ4Z3qEuoBORNKSkVyTzrbDWfqXng97Cs/J+nv8lfSe99wC3Wmt3G2POHOD6sXM8Ya3tLVmoAs71YnnEq809ynvukV7GL8e9Ld+93VZC1+gn1uuA31tr++3VaK29zRhzZx/X6imW9B5vjKno9vih3v2xwDeARmB6jzEAUWvtz71/59HH4i1vQdqduFnjZ4mjVtdaGzXGvBf3Fv9C4Ebv//OLPV8cWGvfMMbkA3/CJbx/Bz6O+7/4f7j64POttVuMMd/Glcfd1/17y2tp9i7gLmvtLweKr9txOd7nXkSP0gJjzCTgm8D/AIW4Gf9rcG3SeqtHv9Y7V2/O8eIex95fv+dwCXQ43phFJPMo6RXJXD3rJZN2Hmvt7xM4fqZ3v7KP52OzkaXe/QRc8hICerYPw1rbaYyp6zZ+MNeItfQKAZ3W2rB37riTmu4Jr9fxId+72R4JYyzpPdW79fR977jFwE96eb4FiCW977QI685LCm8BTsG1z/pQHwlfb59Hp9d/9wbgk7gOEucZY74P/NVaG/WucRgu0T3WG1uBS3rzgCXecUuN2zDiSu/0M3pcLvbx9gHCmmmM6euFx6k9/r0BN0tej5u5/n1fs+/GmC/iWqg1Ai/hXgh19wnv/ipcLfJE3Ixx/QDxikgWUNIrkrmKvPu5xpiP9PL84QM8f7B3P6jdqrop9u639PF8bGX/7B7jd/STuDUARxhj8rzkM9FrgOuecCDAwB3NAPi6MebrcYyrZE//V6xbJGe86xyEqxn9obV2kfdYADfTex9uQVj355bFYvTk0iPpNW5Dh9uA93jPfQtYYYwJ4mYm4+3icQuulvqXwBTgJGvtn71rXI2bITXAV6y1v/M6RICrQb7bGPMVXNL5bfZ87xzO3mIvTmoGiCXSbYzBJfuxmd7uL0xm4P7PfwTcYK1t6euE3iz1p70PrwFO6vH8SbjSiN3AHdZ1ayj1nq4dIF4RyQJKekUyVyxZPcG79WWg54ea9MYyyr5qX9u9+1Fxjo8dY3DJbtMgrgFu5X8jrn6zk307AUzFvc3dUy37blRR5J2739ZtvfFmUn/uJcS96Z60Gvad6Z2NKy2wuJnXKtxs+YQEQ+nwktmXcElkrJsE1to/eR0P7rHWvuolkD/CJcL/9cZca4y5kz3lI0uBc4wxpdbaGu+x6d599QCxbLOu+0avjDGxFxWPARf1Uve9D2ttl9eb9/u4uud3kl5vpj7Wl/pa6+1eh6vvBVf3LiJZTi3LRDKUtfYntpdNJ6zbeGIR7i3/pX2N6Xb70hBDiS28au/j+djMXWxmeqDxgzmm53iAQ6214621c6218621B8VuuHrbXbhE+Hpv/Kve/evAwd3He+eYaK3NBy7tfmFjzJeNMUuNMQlvc9vjPLHEfq8SDGvtelwC9y5r7a24t/tjJSK5uIV/AN/o43vhDu/5Ld75nrPWntMt8Ytd5wfW2tjX4CzgM7gFjM90G9aOq7m+D7eoLDY25lCgwVq7LeEvQO92xZPwxlhrg9ba78RKNrr5Be6F31Zc27X/80pGYnXjbyUnXBFJZ5rpFclOk3G9VlcPw7Uau12zN2O8+9jvm4HGD+aYnuMZYLHap3C7df0Hl+SCm1VcjetUUEEfC8V6Sajm4lq8/YY929ae53UKKADqrbXf6yeWmFjs+9T0em/rx2ZcI+wp56Bbz+G+/q9jdbZ1fV3Yq9O9jT3dG2Iz5qXA6z3KQ/6Nq40dj5ulPh/4mzFmFC7p7a1TiN9acTPlXwG+h6uNPhH3+UXZs5GIiGQxJb0iGcgYcyMu0eqi9wb+sXrMk4wx+ywW68X11tqBdjXry2bvvrSP52OxtME7b0PvAKYZYwr6aOG11zGJXqM/xpjZuEVl4GYAu9elfgG3eOrHxpgdXhurgfS2te6RwCG4BWzrcIlWzAXeIjuAeezpNBBL3Afa7OId3uzwkd6Hb/QxLFZy0GfSi/tbUIJ79y8ft8ArlnzHYh2Lm11e7r2gqDfGPANcYowZA5zmHd99ZjgtWGu/b4xZYq19yRjzEK784aPe0690W5iodz9FspiSXpHMNBY3wziQcfRet9rTUHagWu7d99X+LFZP3H2x0HLgQlzrsr1m2Ywxc3G7ZrXZPdvbDuYa+zDGlODad43DbU/7nDHmnaTXa9H2PtyuZH81xkyy1v6//s7Jnhcd3WeWfx5brNaLcu8W02WMKQfe6308UF/g7o7EbcW8uVtdbU+xpLfPr421thKvttsY81Hcorfvxz53bzHeGtwCuEe7HXorbqvmT7Pnc3oigfj3YUx8qw4TZa19ybtvBj5mjCnCLQ68t9uwWHlMXy3PRCSD6VWtSGb6OO4PdG4fdZyxmdEj+qvnZU8da80QYlmOe7v9LGPM9O5PeHWT53YbFxNLnD7cy/ku8O5fGeI16DFuHPAAcBywHtf3dR/W2mdxs4BhYLEx5mFjzMG9jR2kH/b4fyjAfR1inSNeS+Bcn/HuK3t70iuxKAYa+2rz1WN8Lm4h2HbcIraYd+HKZf7Yoxb4n7hd7r6L2wBjhbX2xQTi737tC40xz9J727ekMsaMx33PWFy5RkysfKZ4n4NEJOMp6RXJQNbaFmttR28tv4wxR+BW/Dcx8AKd2B/5Qbds8mL4J2527Dc9Zuq+gGtjVQ8s6/b4bbi3zz9tjDmyW+xjcS2xwKthHcI13mGMOQ2XEJ/mjXt3f+2vrLV34HZua8TtzPaGMeYeY8wFXguxZPsrrib4XGvttQMNhnfao13lffjnPobF6nnj/f/9MFCGKxdZYYz5szHmSuDXuBnoX3UfbK3twG35Ox43U5xQiYwxJmCMeY8xZjnuBclJwGFxHvttY8zJ3ix0or6He7fkv9badzpNWGtP8F6IvDmIc4pImlPSK5J9Fnn3d9h+NmPwZkhjtbD91XvG42e4RVzvB+43xnzUGPN7XLIE7u3+d1bhW2u34zZkKAAeN8ZUGGM+g9sZax5upvEv7C2haxhjco0x5xhjluC2M94PWAuc0a1LQZ+stQ/gyi8exf2ufBdukdZd8XxBjDHFxpiLjTF/9F6I9Het1621X7PWLo3z3KNwLwIKgduttSv6GDpgaUOPOG7GfZ0+g5tpvwS3zfAcXOeGj3WrR47p/sJroJK52LH5xphv4Fqb3YkrW3kO1xnj+t4P3cMYU4zrGbwMt+FG3Iwx5wJf9eIeaDtqEckm1lrddNMtC264WdA/4t6ybQPmDDB+rje2foBxi7xxiwYYdxKurML2uN0OBHoZn4uboew5vgG3ccKQroFLoKLe81FcEj22l3N+1hvzy34+t8uBN3ElD/v18fU5A7fNrcW9iGj3/t2O6xYQ67Xb59cR1zf2QeCyfsaMw9UcW1z7ssn9jP2qN+6vg/h+KsZtR22B53EvRCyuNCQXt6HET7zHarzPMwJ8up9z/qiX/7sHgdN6jLvAe+5lIKeX83zRez4MzOjjWnd5Y2b3+P5p8B7/SRxfgzu8sXNT8TOrm266De9NC9lEMpz3dvsVuLdsD8OVDXzQWrtpgENjtZP9tjWzbkHWooHisHsWhf0PbmFZE/Bva+29fYwPA58xxtyBe5t+Mq4E4Q/W2l53XkvkGtbaJcaY3+AWe/2vtbaqj9ADPe57u+5/jDH/BU62rm9ubKb8NFxCC653bazVVxS4GVdr+5i1Nthtc4r+yiPm4hK+/elW3hFjjDkL90Jhf1wSepG1dmePMeW4hHQOe+qE+9q+eR/GmALgg7gEdTauH+9XcV+fD+ISzQOBP+H63K7GJfun4Waf/2SMmQP8yHbbytnzard/3w9cY619hX2txiWbxwB1xpjGbs/ls6eLx519fa944wByvBKIz+B2oyvBbUH8wz4+//fhvnYG144N3AYnIpLhlPSKZBjv7eXDcW8Jn4xrXTbee/oV4Grrtsbt7diTcZ0R9sclMtBHHexgWNdtoddkop9jluJ290rFNb5p9+2r21MsOSoY4LqWvb9WObjuBdNxieAruFnLB6y1r+97BrbjkuEPGWNifWO7KwI+4P377u5PeP9v32PPIr+3gIuttRt6uc6VdNttDTfr/M/+PjevXOBc7/zvw21+8SZwjrX2MW9Y1Fto9k1cd4dc4F+477dm4DZjzGjgOi/W9xljPmC7lV5Ya+/xSlLut9Z27wKxF2vtBm/b42/j6pKn9hjSgXtB8YV+Pq3u/68nAL/1/v0MrqZ7n37IsS8HrpVdzNt2TxcREclgSnpFMs9UXNIRa1kWxL0N+zdr7cMDHHsELimJWYub/cpKcSS84Gb+YO8tjOM5d5cx5pvecXdba3cNML7BGPNVXKeD/+tjWBSXlP2mx+ObcLObEVwJy7dtjx3VurkOlzyvwiWGf7bW7h74M+LzuEV7z+MSxLt6+frNxyXVG4CvWFf3/A7rtjN+E/di4Gl66URhrf1yHLFgrf09e3Z9G4zYjHqh9w7BlbgZ6S/Y/nd5W4r7udgIvISb0RaRLGDc5IWIZBJjzBm4BTz/AR6y1g64KYN3nMHNzm3ELRx6YIAEQNKEMeYAoMhaG3epQoLnnw6Mt9b22/HD67bxZj8zpbF3I9pt7xuPiIj4QkmviIiIiGQ9tSwTERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJekp6RURERCTrKekVERERkaynpFdEREREsp6SXhERERHJerl+ByAi4qfSiso8YBSQAxjcZECgl39bINTzVrN4YciHsEVEJEHGWut3DCIiQ+YlrxOAid59vP8elYTLh3FJcBOwo8dtZ2+P1Sxe2JKE64qISJyU9IpIRiitqBwNHAjM9+4PBPYHJuOS2GQkr8OpnX0T4p3AVmA18BawsWbxQv2SFhFJAiW9IpI2Sisqc4F57Jvczgem+xiaX9qAVbgEOHZ7E9hQs3hh1M/AREQyjZJeERl2pRWVY4Aj2Dex3R/I8zG0TNHOntng7re1NYsXRvwMTEQkXSnpFZGUK62onAucDJzi3R+GusekQidQjZsNfgl4ClihRFhEREmviCRZaUVlDm4W9+Rut1m+BjWyNQPP4hLgp4CXaxYvDPsbkojI8FPSKyJDUlpROQo4gT0zueXAaF+Dkv60Ac/hEuCngaqaxQu7/A1JRCT1lPSKSEJKKyqnAaezZxb3CFyPW8lMHcAL7JkJfr5m8cIOf0MSEUk+Jb0iMqDSisojgEuBS4BjcZs1SHbqAl7EJcCPAstUEywi2UBJr4jso7SiMh84E5foXgzM8Tci8dEuYAlwL/BozeKFnT7HIyIyKEp6RQR4Z/OHS4ArgPPJvM0eJPVagQdxCXBlzeKFzT7HIyISNyW9IiOY1y/3UuC9wHlAob8RSQbpAh4D7gDurVm8sMnneERE+qWkV2SEKa2oHAtchkt0zwUK/I1IskAnbgb4X8B9NYsXBn2OR0RkH0p6RUaA0opKgytZ+AywEMj3NyLJYm24GuB/AQ+pHZqIpAslvSJZrLSicgrwSeDTwDyfw5GRpxH4J3BdzeKFq3yORURGOCW9IlnGm9U9E/gscDmQ52tAIs7jwB+AJWqBJiJ+UNIrkiVKKyonAlfhShjm+xuNSJ82AzcAf6lZvHCn38GIyMihpFckw5VWVJ6Cm9V9D1qUJpmjE7gT+EPN4oVVfgcjItlPSa9IBvI6MHwMuBo41OdwRIbqZeA64F/aAllEUkVJr0gGKa2oPBb4PPB+oNjncESSbTdwI3B9zeKFNT7HIiJZRkmvSAYorag8CViE66srku2iQCVu9veRmsUL9YdKRIZMSa9IGvOS3R8C5/gdi4hP3sS94Ltbya+IDIWSXpE0VFpReTLuD72SXRFnBfCDmsUL7/c7EBHJTEp6RdKI14lhEXC2z6GIpKsXgO/XLF641O9ARCSzKOkVSQNesvtD4Cy/YxHJEE/ikt9lfgciIplBSa+Ij0orKk/Fzewq2RUZnIeB79UsXviy34GISHpT0ivig9KKytNwye6ZPociki2W4GZ+X/c7EBFJT0p6RYaRt0DtxyjZFUkFi9vl7ZqaxQtX+R2MiKQXJb0iw6C0onIa8Evgw37HIjICRIBbgUU1ixdu8DsYEUkPSnpFUqi0ojIH+BJukdoYn8MRGWlCwLW4md9Wv4MREX8p6RVJEW+R2nXAAr9jERnhaoH/qVm88F6/AxER/yjpFUmy0orKqbhSho/4HYuI7OU+4Es1ixdu9DsQERl+SnpFksQrZfgirpRhrM/hiEjvgrif0V/XLF4Y9jsYERk+SnpFksDbXOI64HC/YxGRuKwEPluzeOFzfgciIsNDSa/IEHilDD8HPgoYn8MRkcRY4Ebg2zWLF9b7HYyIpJaSXpFB8EoZvgD8CJUyiGS6ncA3ahYvvMXvQEQkdZT0iiSotKLyJOCPwBF+xyIiSfUk8DltbCGSnZT0isSptKKyAPgp8FUg4HM4IpIaXbiSpZ/WLF7Y4XcwIpI8SnpF4lBaUXkE8E/gML9jEZFhsQ74VM3ihU/6HYiIJIeSXpF+lFZUBoBv4Voc5fscjogMryhu1vcHNYsXhvwORkSGRkmvSB9KKyr3A24BTvY7FhHx1cvAh2oWL6z2OxARGTzVJYr0orSi8pPAayjhFRE4Fljh/V4QkQylmV6RbkorKscBfwXe7XMoIpKe7gY+o76+IplHSa+Ix2tFdhsw1+9YRCSt1QIf1SI3kcyipFdGPG+xWgVusVquz+GISGaI4Dan+UnN4oVRv4MRkYEp6ZURrbSicjrwD+Bsv2MRkYz0KPCRmsULd/gdiIj0TwvZZMQqrai8ELdYTQmviAzWucCrpRWVp/sdiIj0TzO9MuKUVlQa4Bpr7Q+MMcbveEQkK0SAa4D/q1m8UH9YRdKQkl4ZUUorKouAm4D3+RyKiGSnh3GL3Hb6HYiI7E1Jr4wYpRWV0621/zXGHOd3LCKS1TYCC2sWL3zT70BEZA/V9MqIUFpReZS10eVKeEVkGMwFni2tqDzH70BEZA8lvZL15n77viusjT5nTGC637GIyIgxFnhQu7iJpA+VN0hWm/vN/1xDIPcaLVgTER8tBv5XC9xE/KWkV7JSaUVlQTTUcWsgr1DbCYtIOrgDuLJm8cIOvwMRGamU9ErWmfuNe6fYaGRpIL9ogd+xiIh08zxwmTo7iPhDNb2SVWZ9/u/HW2vfVMIrImnoROCF0orKA/0ORGQkUtIrWWPW5/72kZySCU8H8gom+R2LiEgf9gOe1w5uIsNPSa9khVlfuHlxzpgpt5ic3AK/YxERGcB44JHSisqP+R2IyEiiml7JaNM+8otA3vjp9+SUjL/M71hERAbhRzWLF17jdxAiI4GSXslYky/9Vl7BnMMezR01UW8TikgmuxX4RM3ihV1+ByKSzVTeIBlp3CkfHl0w65BlSnhFJAt8GHi0tKJyjN+BiGQzJb2SccYcd/m0UQvOeSZ3zOTj/Y5FRCRJTgMeKq2oHO13ICLZSkmvZJTRR1140JhjL3s8d+yUI/yORUQkyU7EJb6j/A5EJBsp6ZWMMerwc08ee8J7l+SOnXKw37GIiKTISSjxFUkJLWSTtFdcVh4IFI66dNwpH/l17tgp8/yOR0RkGCwDLqxZvLDV70BEsoVmeiWtFZeVFwYKR3183Kkf+Z0SXhEZQU4BKksrKkv8DkQkW2imV9JWcVn5hEDh6KvGnfqRb+SOmTzd73hERHzwFLCwZvHCNr8DEcl0SnolLRWXlU8PFI7+1LhTP/LF3DGTp/gdj4iIj57EJb5BvwMRyWQpL28wxnzGGHN0qq8jvTPG2F5upX7H1Z/isvKZgaIxV4879SNfVsIrIsIZwP2lFZVFfgcikslSOtNrjLkMuAf4grX2hpRdSPpkjPlJtw/nAh8B5llra/yJqH/FZeWzA8XjPj3ulA9/IXf0xAl+xyMikkYeBy6uWbyw3e9ARDJRymZ6jTFzgFuA3/SW8Bpj5hhjWo0xz8RxrvuMMV3GmKS0qjLGjDHG1Blj1hpjCro9XtrHzGj3201DvPZHjTF9vtIwxgSMMV83xlQbY9qNMU8YYw7qY+wJxpgnjTEtxpgNxphP9hxjrf1e7AbcOJTYU624rHxOoGT81eNO/ciXlPCKiOzjLOA+zfiKDE5uCs99HVANfKuP568FioAv9XcSY8wVwMXAr621bycptp8AM4BLrbWd3R5vBH7axzEzgI8DOwZ7Ua/M408DDPs98AXgDdzXcCHwpDHmEGttfbdznQw8BoSAfwJTgL8aY9qttbcNNka/FJeVl5q8givHnfSBz+aOmjDO73hERNLU2cB/SysqL61ZvLDD72BEMklKyhuMMScCzwInWmurenn+cuBe4Hpr7ef7Oc8o4G0gD5hvrW1OQmzHAFXAI9baixI47gbgSuAAa23dIK57GvAfYDyAtdb0MuYk3NfteeBMa22nMWYs7mvwn9jXyhiTA6wEDsB9jZd7j18HvBdXvrDPSl9jzBnAE6RZeUNxWfl+GPORcad+9DP5k0tn+h2PiEgGeAS4TImvSPxSVd7wGeDpPhLeEtxsZj3wvQHO82NgFvDtJCW8AdxMawT4SgLHzQU+AfxxkAnvscCjwGu4Gue+fMq7r4jNQFtrm4Drgfd7yS7AycDBwD9jCa/n58Ak4NxEY/RLcVn5AcBHxhx7+UeV8IqIxO084PbSikr12xeJU6p+WC4E7uzjuR8Bs4Hvdn+7vidjzJG40ocXcLXByfAF4BhcnfGaBI77HtAJLB7kdWfgEtcLgJZ+xp2EK7FY1uPxx4EJwIJu4wDu6z7IWrsRWIdb6Zv2isvK5wMfLjnkzCsK5yw4wO94REQyzOUM/u+SyIiT9KTXGDMDmIp7m77ncwuALwNNwBRjzG+MMZ/1Zn+7jzPADUAOrrb1l8aYRX0t6Iozrqm4Wt4w0OVd+6vGmIkDHDcF+Bhws7V25yAvX2mt/UqP+uHeTAXesNZGezy+zrvfr9s4gNd7Oce6buPSVnFZ+UHAhwpLj7qg+KBTjvA7HhGRDPXN0orKfRYxi8i+UjHTO8O739rLc7/AJbJjgR/iSgyuB14xxpR1G/d+oNz796eArwHXAK8ZYz49yLh+CIzBLd77vnftXwNvGGPK+znuM0A+blHZoFhrI3EOHQP0llg3efczuo2jn7Ezenk8bRSXlR8CfDB/yn5njD7ywuPcaxwRERmk60srKs/yOwiRdJeKpDfWSqWh+4NeXev53oc/AfYHDgF+B8wH/t1teKzWdxlwIq6/7JXeOa9PdLMLY8x0XE0uwF9w9bBlwA9wNbB3G2OKezkuF/gs8FgSO0f0Jwz01n+xy7sv7jaOfsbu87mki+Ky8sOA9+eMmXLSmPL3nGBycnMGPEhERPqTB9xdWlF5oN+BiKSzVCS9sW0SJ/V4/GLv/nZr7fetteuttW9ba7+CW9x1lDHmaG+3sEOBVuAya+0L1tpN1tpbgE/jZoqvSjCm83G/FJ4DrrbWrrLWrrXW/hi3qG4mrt62p4Xec39N8HqD1QYU9vJ4nnef320c/YzN7+Vx3xWXlR8OvD9QUHL8uJM/eHwgv7BgwINERCQe44DK0orKfkv2REayVCS9m7z7nm+xxz7+Ry/HPO7dl3Ub90AvC926j0tE7Jz/tPv2aOvvnB8AOoD7E7zeYG0BSnt5PLYVb2O3cfQztrGXx33lJbzvJSf36HGnfuSYnOKxYwY8SEREErE/cG9pRWVaTnyI+C3pSa+32GszcGaPp2JdCzb0clhsJrNrgHG53cYlIt5rv8Mrd7gE18+3NcHrDdZrwCHGmJ677Rzv3W/vNg5cJ4p3eC3Zju42Li0Ul5XvD7wbOHLcSR88NHfs1Ml+xyQikqVOZfjenRTJKKlqWXY/bpOE7lZ697N6GX+Yd/8msAY3u9rbuAXdxiUi3mt3dyFQgttEY7hU4koWPtzj8Q8CFoht2bwMaAZ6rthdiFsk+HQKY0xIcVn5NNzCxAWjj71s//wp8+b6HZOISJb7aGlF5UB98EVGnFQlvTcAxxpjzu/2WCWu3vc7xph3ajmNMUcBHwFes9au8dp63Qe822txFhtXhFsAB333AO7Lc0Ad8FVvh7PYOefgWqhtZ99EMRb7UwleayjuAWqBnxtjTjHOZ4F34RbTbQOw1rYDfwZOMcb81BiTZ4w5GLcosJPEvz4pUVxWPgb4ELCg+KBT5xXNPeJgv2MSERkhflRaUfk+v4MQSScp2YYYwBhzM24ThQXW2g7vsS8C1wKrcTuUTcIldDnA2dbap71xB+BmNccAd+PKEy7A9Z/9s7X2am/cOOAbwAZr7Y0DxHM5cAcuwb0f12XictzM6Iettbf1GL8OKLbWTu/nnF8Hxltr435FbYy5Cbiyt22IvedP9uIbh+vOUATsBsqtteu6jSvEbUN5Km5mvAAwwFettb/t49xnMEzbEBeXlRfgOmYcXzB7waFjjrvsWGMC6k0mIjJ8OoAzaxYvfMHvQETSQSqT3gm42tMXgffGNlwwxlwIfBU4CpeorcTtzvZkj+NnA9/BlRlMw82A3gz8P2ttyBtTiqvTfcpae0YcMZ0IfAs4AZdQrwZ+aq29u8e4OcBG4B5r7bv7OV8NMLevBLaPY26in6S32/W/gyvneANYFJvl7TEuB/gicCluFv1aa+0j/Zz3DIYh6S0uK8/BzfCelDt+xuHjT7/qWJOTq4UVIiLDbwdwfM3ihRv9DkTEbylLegGMMccBTwKLvfZgWcUYcxJuS+P+NrfwlTHmJ90+nIsrJUlZ0ltcVm5wCwDPMrkFCyac9/kjc4pGT0jFtUREJC5vACfXLF7Y7HcgIn5KadILYIw5HVhlrU2rjgLJYIz5FbDCWvtPv2PpizGmt//gVCa9p+F6Mh817vQr5+RPmjs/FdcREZGEPAQsrFm8sOc29yIjRqoWsr3DWvtUNia8nrdxdcJpy1prernVpOJaXi/eC4DDSw47u1AJr4hI2rgA+F+/gxDxU8pnemVkKC4rn4fbKvqY/Kn7B8ae9MHzTSCgLYZFRNJHBLew7ZkBR4pkoZTP9Er2Ky4rn4zbvW5BoKAkPOb4K05SwisiknZygNtLKyon+R2IiB+U9MqQFJeVj8JtpnEYkDv2lA8fEsgvGudvVCIi0oeZwM2lFZVqISkjjpJeGbTisvJ8XMK7ABg/+uiLS/LGTVMdr4hIersI1+NeZERR0iuDUlxWHgDeAxwOzMqfceCOwtIjz/Q5LBERic9PSysqT/A7CJHhpKRXButs4FhgvskvXjPm6IsvMSag7ycRkcyQB/yrtKJynN+BiAwXJSmSsOKy8gOBM4BDgTVjT3zfKYGCEm1AISKSWeYC1/sdhMhwUdIrCSkuKx8PvAs4BNhZcsjpU/InzTnS36hERGSQPlBaUflhv4MQGQ5KeiVuxWXlucB7gYOBnNwJM3cVzz/pEp/DEhGRobmutKJyjt9BiKSakl5JxPm41mTTMYG3xh5/xRUmJ6/A76BERGRIxgK3lFZUKieQrKZvcIlLcVn5AuAU4CBg1Zjj31WeUzJ+ts9hiYhIcpwOfNPvIERSSUmvDMjbce1S3MK1LflT9gsUzDj4VJ/DEhGR5PpRaUXlUX4HIZIqSnqlX8Vl5XnsqeONABtHH3XRJdpmWEQk6+QDt5ZWVBb5HYhIKijplYGch0t4pwBvjzr8/KNyRk3QggcRkex0MPB9v4MQSQUlvdKn4rLyg4CTcXW8b+eMnpRXNO/oc30OS0REUuvrpRWVB/kdhEiyKemVXhWXlY8BLsO96t8GNIw59rILTG5eob+RiYhIiuUD1/kdhEiyKemVfRSXlQeAK4ADgVxgfdEBx++fN2HmYf5GJiIiw+Ss0orKD/kdhEgyKemV3pwMLABmA2+ZvMKckoNPv9jnmEREZHj9qrSicozfQYgki5Je2UtxWfks4BzcNsPrgPYxx152RiC/aJyvgYmIyHCbBvzE7yBEkkVJr7zDa0/2blxZQwuwLX/6/Kn508tO9DcyERHxyefVu1eyhZJe6e4M4ABgHLAGY8zoIy64xJiAvk9EREamHOD60opK43cgIkOlZEYAKC4rn4bbZrgMqAbCo4648NicknEz/Y1MRER8Vg582u8gRIZKSa/EujVcDOyHK2vYnTt26uii0iPP9jcyERFJEz8rraic5HcQIkOhpFcAjsX1452Gm+Vl9DGXXmhycgt8jUpERNLFBODnfgchMhRKekc4bxOKc4D5QA3QVTz/pPl546cf7GtgIiKSbq4qrag82e8gRAZLSa9cgCtrsMAWk1eQW3zgyRf5HJOIiKQfg1vUlut3ICKDoaR3BCsuKz8QOAqYC6wG7KjDzz8+kF801t/IREQkTS0A/sfvIEQGQ0nvCFVcVp4PXITr1rAVaAsUjsovnHXIKf5GJiIiaW5RaUWlOvtIxtFbFCPXmbievCXAWwCjjrjgJJObX+RrVD2Em7ZTd8Mn+x1TctjZTFr4VSLBJpqev4Ng9QtEWuvJmziLMcdcwqjDzxvUtTf+v/53Xi6YfRjTPrSY0K7N7PzvzwDD5Hf9L3kT9vwtaHr+Dsae+L5BXV9EJE2Nxu3U9nG/AxFJhJLeEai4rHwGcDIu6V0NRHNKxhcVTJ+fdjuvBQpKGHPi+3t9LtK6m7aVS8kpHksk2MS2f3ydcNMOig88mZxRE2hf/zK7H/w9XTs3MuHsxFtM9nVdG+qg5eX/klM8DoCGJ27E5ORhraXh8b8y5T3XANC1Yz2R1t0JX1dEJAN8tLSi8qc1ixeu9TsQkXgp6R1hvJ68lwD7A41APcCoIy441eTk5vsYWq8ChaMYf9pHe31u98N/wOTmM/rYS2l8+h+EG7cx6bIKSg5yFRr29KvY/u/v0vLyfymefyKFsw9L6Np9XbfphTsBGHPCewDo3FbNhPM+D9ZSv/SGd8Y1v3wfY8vfndA1RUQyRA5wDdD7L0qRNKSa3pHneOBAYAqwDiB37LTR+VP3O87XqBIUbtpB6+tLGXXUReSUjKft7afIn3bAOwkvgMnNY8zxLulsX788KdeNdgZpfvFeiuefRMG0A9xj7S3kFI4mUDSaaHsLAJFgE9HOVvImzkrKdUVE0tAHSysqD/I7CJF4KekdQYrLyscCZ+N68q4HugBGHXHe6SaQk1Gz/k3P/QuTm8fYE95LuHkntqud/KkH7DMuUDQGgGh7c1Ku27L8PqIdrYw95cN7PW5tFKJRXEcfaHn1QUYfcUFSrikikqZis70iGUFJ7whRXFZucN0a9gMiuI4N5E2cMz5v0pyj/IwtUZG2RlrffJxRh51FTvFYTCAHgGhH6z5jw/WbAcgZPfTdM20kRPPy+yja7xjyJ8995/FA0WiiHa1EO1oIFI3CRsJ0bnqdwnlHD/maIiJp7n2lFZWH+B2ESDwyanZPhmQ+cAQwB1gRe3DU4eecaUwgo178tLz2EETCjD7KdVfIGTUBk19E+4blhBq3kTduGgDRUAdNVfcAUJSEBLRt1TKiwUZGH713V4f8aQfQ/MKdWGspmFZGcPUyig88BWPMkK8pIpLmAsAiQG1qJO1lVLIjg+MtXjsbN8u7FQgC5E8rm5I7fmZiq7t8ZqMRWlc8SOHcI8ibNBsAE8hh9NEXY7va2X7rt2l+8V6al9/Htn9+i3B9LXmT5lAw48AhX7tl+X3kjp+xzwzu+DM/iQ2HIBJm/JmfoPWNxyk59CyCa1+k5dWHsJHwkK8tIpLG3lNaUbnA7yBEBqKZ3pHhMFzCOw54MfZgyaFnnWUybDqyfd1LRFp3M/7MT+z1+LhTP4INd9Hyyv00PHHjXs+NOeG9Q75u1471dG1dw7jTr9xnBjd/0hxmfOqPAHTWrSJ/ciltbz1J/cN/cI/Vvsmki78+5BhERNKUAX4IXOF3ICL90UxvlisuK8/BbUQxD6gFwgAFsw+bmTdu6tCnP4dZ29tPY3LzKTrg+L0eN4EcJpz9aWZ98R9M/cD/Mf6cqwHImziHkkNOT8p1AYoPPLnfcS2v3M/ooxcSXPUMo466iEmXfIO2Vcuw0ciQYxARSWOXl1ZUZtT6EBl5lPRmv6OBUtwOOnWxB0sOPv1svwIarGiog/a1L1JYehSBPjaOyykaQ+Hcw+msWwXAuNM+ijFD/zYPrlpG3uRS8sbP6HNMuGU3Nhohd+xUwi27yJ+yn+soEQkRDSane4SISJqKzfaKpC0lvVmsuKw8DzgNN8u7Ede1gaL9jp2XO3riPD9jG4z29cuxoQ6KB9g4LtS4jeCqZyiYefCAY+PRuW0t4cZtA56rZUUlo49e6D6IRjCBAHidJTTTKyIjwCWlFZXH+h2ESF+U9Ga344G5QCGwJfZg8fyTMm6WF6BjwysAFAyws1rTs7eBjTLujE/0Oy7R6xbO7nudhg130bVlzTu7vgUKSoh2Bt9poxYoKE5KLCIiaU6zvZK2lPRmqeKy8kLgFNwsbw1gAYr2P37/nJJxM30MbdA6Nr5GTsn4d1qS9aZrZw1tbz5J8YGnUDjr4F7HBFc/R8PT/yDUuC3O674KgRzyp8/vc0zrm09ScugZ73ycN2UeLSseoPGpv5M7brqSXhEZKS4qrags9zsIkd4o6c1eJ+J68gaA7bEHi+YdnZG/jMLNOwg3bqNgZu+JbEzjUzdDIMC4M67qc0xwbRXNz/+bSPOOAa9rw6F3OjIE8gv7HNe1dTUlB+9ZMDfu5A8RKCwhVL+FCed/YcDriIhkkR/5HYBIb4y11u8YJMmKy8pLgK8AJ+FmeXcC5E2aO2HcaR/7UoZ1KRMRkcxzSs3ihc/6HYRId5rpzU6nALOBKF7CC1B84MnHK+EVEZFh8DW/AxDpSUlvlikuKx+DW8BWCqyPPW4KSvLzJ5ce6VNYIiIyslxaWlGZketHJHsp6c0+p+NqeTuAhtiDJQeffoTJyS3wLSoRERlJcoHP+B2ESHdKerNIcVn5ROAYXJuyDd2fK5x58PG9HiQiIpIanyqtqMz1OwiRGCW92eUM3CxvC9AUe7Bo/+P3DxSWTPIrKBERGZFmAJf7HYRIjJLeLFFcVj4NOAq3gG2vWd6ieUdplldERPzwOb8DEIlR0ps9TgVm4ep4W2MP5k2cMz5nzJQy36ISEZGR7KzSisqD/A5CBJT0ZoXisvKxwKHATGDjXs8ddPLxRn3KRETEP5rtlbSgpDc7HAtMA9q8GwAmvzgvf3LpUb5FJSIiAleWVlRqL3bxnZLeDFdcVp6L69gwC6jt/lzJIacfYXLy1KZMRET8NBb4kN9BiCjpzXyHAdNxPRF3d3+icObB5b5EJCIisjeVOIjvlPRmsOKycgOU42Z5twA29lzR/sftFygcpTZlIiKSDo4urajURIz4SklvZpuN2254PLC1+xNF847WLxcREUknn/c7ABnZlPRmtnJc8++dQCj2YO74mWPVpkxERNLM+0orKif4HYSMXEp6M1RxWfkYXJuyGUDdXs8dcNwCtSkTEZE0Uwh8wu8gZORS0pu5urcpa+3+RN6U/Q73JSIREZH+XV1aUalJGfGFkt4M1K1N2Ux6zPLmT58/Nadw1GRfAhMREenfAcCZfgchI5OS3sx0GK6sIQ/Y1f2JotKjFvgSkYiISHze73cAMjIp6c0wXpuy43GzvHu1KQPImzTnMD/iEhERidMVpRWVuX4HISOPkt7MMwuYB0ygR5uywrlHzgnkF431JSoREZH4TALO8jsIGXmU9GaeXtuUARTOWaDSBhERyQTv8zsAGXmU9GYQr01ZbNvhvRawkZMbyJsw81A/4hIREUnQu0orKvP8DkJGFiW9meUYXJuyID3alBXNO3qeyc0v8iUqERGRxEwAzvE7CBlZlPRmCG8B2+G4pHdLz+cLZhx0yLAHJSIiMnjq4iDDSklv5piJS3hHAbv3esYYkzt+xoF+BCUiIjJIl5dWVOb7HYSMHEp6M8cCYAou4Y10f6Jw7pFzArn5Jb5EJSIiMjhjgTP8DkJGDiW9GaC4rDyAW8A2Fdje8/mCWYeotEFERDLRZX4HICOHkt7MMA83y1sANPR8Mm/CzIOHPSIREZGhu9TvAGTkUNKbGWKlDTvosQNbwewFswJ5haN9iUpERGRoZpVWVB7rdxAyMijpTXPFZeV5wMG40oYdPZ8vnH2oZnlFRCSTqcRBhoWS3vRXBkz2/t3U88m88TPVtUFERDKZkl4ZFkp6099h7Clt2Evu2KmjA4UlE4c/JBERkaRZUFpROc/vICT7KelNY15pQ2ymd2fP5wtmHVo63DGJiIikgGZ7JeWU9Ka3A4CJuMVrLT2fzJs4u3S4AxIREUmBC/wOQLKfkt70djB9zPIC5I6ZrLeDREQkG5xUWlGZ43cQkt2U9Kap4rLyHGA+MAnY1fP53HHTxwQKiscPe2AiIiLJNxo40u8gJLsp6U1f++ES3gC9dG0omHWIZnlFRCSbnOp3AJLdlPSmr1hpwz6zvKB6XhERyTpKeiWllPSmoeKy8gBwEH2UNgDkjplcOpwxiYiIpNgpfgcg2U1Jb3qajUt484HGnk/mTpg1LpBfNG6YYxIREUmlKaUVldpwSVJGSW962g8YD9Tj2pXtpXDmwaXDHZCIiMgwOM3vACR7KelNT6XAOHqZ5QXImzhLi9hERCQbqa5XUkZJb5rxdmGbRT9Jb85o1fOKiEhWUtIrKaOkN/3MBsYCUaC955N5E+eMD+QXjhn2qERERFKvtLSicpbfQUh2UtKbfkrpZ5a3YOZBKm0QEZFsptleSQklvelnHi7pbejtybyJs0qHMxgREZFhpsVskhJKetNIcVl5PjCTfut5J5UOX0QiIiLDTjO9khJKetNLrJ43DHT0fDJv4uzxgbzC0cMelYiIyPA5pLSicoLfQUj2UdKbXmKlDY29PZk3ae7U4QxGRETEBwbtziYpoKQ3vZTST9KbO3bKlGGMRURExC8qcZCkU9KbJorLygtw9bxj6WMRW86oCUp6RURkJDjR7wAk+yjpTR9zgDFACOjsbUCgaIySXhERGQkO8TsAyT5KetNHKTCePkobyMkNBAqKJw5jPCIiIn4ZX1pRqXUsklRKetNHv4vY8ieXTjImoP8vEREZKQ7yOwDJLkqi0kBxWXkhMANXz9vY25i8CbNU2iAiIiOJkl5JKiW96WEurp63kz7qeXPGTJ48rBGJiIj462C/A5DsoqQ3Pcyln9IGgJyS8ZrpFRGRkUQzvZJUSnrTwzRgNNDc14AcdW4QEZGRRTO9klRKetPDFKAEaOvtSZNXmGvyi8YPb0giIiK+ml1aUVnsdxCSPZT0+qy4rLwEV89bBAR7G5M/Zd5kY4wZ1sBERET8ZYAD/Q5CsoeSXv9NBoqBDiDS24Dc8TNU2iAiIiORShwkaZT0+q/f0gaA3DGTlfSKiMhIpMVskjRKev03YNKbUzxOSa+IiIxESnolaZT0+m/ApDegzg0iIjIyqbxBkkZJr4+Ky8oNAyS9gcLRBYH8wjHDGpiIiEh6KCutqMzxOwjJDkp6/TUal/DmA+29DcgdN23ssEYkIiKSPgqAeX4HIdlBSa+/YrO87UC0twE5xWNHDWtEIiIi6UV1vZIUSnr9FU89r5JeEREZyZT0SlIo6fXXZFzS2+umFACBwlElwxeOiIhI2pnldwCSHZT0+mvgmd6CYs30iojISDbJ7wAkOyjp9Uk8nRsAAvlFSnpFRGQkU9IrSaGk1z/jcNsP59JH5wYAk6ekV0RERjQlvZIUSnr9E5vlDQK2r0Emr0A1vSIiMpIp6ZWkUNLrnym4md4+SxsATF6BZnpFRGQkU9IrSaGk1z8TcUlvn50bMAFjcvKKhy0iERGR9FNSWlFZ6HcQkvmU9PpnFG4nts6+BuSMnlhijDHDF5KIiEha0myvDJmSXv/Eth/u6mtATskE1fOKiIgo6ZUkUNLrn9hMb99Jr7YgFhERASW9kgRKen3g9eiNzfSG+hoXKBqtpFdERERJrySBkl5/xPrz5tLPTK+2IBYREQGU9EoSKOn1R/dZ3j579AbytQWxiIgISnolCZT0+mPAel7QFsQiIiIeJb0yZEp6/TEKyGOApNfkFahHr4iIiJJeSQIlvf6Ia6bXBHLyhiccERGRtKakV4ZMSa8/BuzRC0AgJ3dYohEREUlvSnplyJT0+iM209tnuzIAjMkZlmhERETS2wS/A5DMp6TXH/GVN5gcJb0iIiLub6bIkCjp9UdcSS+BgMobREREQJNAMmRKev0RX02vyhtERERASa8kgZLeYVZcVh4gzqTXmIB+yEVERNwOpiJDoqR3+BXjXrEGGHAhm8obRERE0EyvJIGS3uEX1xbEABij/x8RERElvZIESqqGXwHubZrIwEONSXUwIiIiGUDvfMqQKekdfrm4r3vU70BEREQyhGZ6Zcj0ymn45QAGJb0iGSHcWr+xs27VCr/jEMlGNtQ+HZPTkTdx5rMF08rW+B2PZDclvcMvtoit/3peEUkLgbyCUW1vLH3N7zhEslQQ6ACWBqurnvA7GMluKm8YfipvEMkggYKSiXmT5030Ow6RLGVx734qH5GU0zfZ8FN5g0iGKZyz4EC/YxDJUkp6Zdjom2z4xcoblPSKZIi8SXPm+x2DSJaKJb3qViQpp6R3+MXKG1TTK5IhckrGzwkUjyvyOw6RLKWZXhkW+iYbfvGXN9hoHL18RSTVjDGmaN7RZX7HIZKFNNMrw0ZJ7/CL+4fbRsMdKY5FROKUP3U/lTiIJF/sXU/lI5JyalmWxmwk1EFe4Ri/4xARyB0zuYxA7niiYdXjiyRPARBGSa8MAyW9acyGQ5rpFUkTJicvv2D6/OM7697a7XcsIllmOypvkGGgpDeN2XCo3e8YRGSPov2P6+yse+thv+MQyUJBvwOQ7KekN43ZSJdmekXSSP7kuXOC1VXX+h2HiIgkTjU0acyGOpX0iqSXeaUVlYf6HYSIiCROM71pzIY7Vd4gkn4uAd5M9KDrfjun4IbxY6eh2kURv21ZeeXKLr+DkOGnpDeNaaZXJC1dCixO9KAvNDZNPbG948FfTBy36438/KMwZlQKYhORgR0FvOp3EDL8VN6QxqJd7Up6RdJPeWlF5eSEj1rUtOnozs7Q7Vu2n/r8xlr7ycamZ4qi0bdTEJ+I9E9tB0coJb3DrwuI4HZm65ftald5g0j6CQALB3nsEoBR1o7+SkPTqS9urD3471u3v3VIZ+czWNuWvBBFpB9KekcoJb3Drx0IEUdpSbSzTTO9IunpkkEed1/PB47t6Dzk31u2n/rcxtrIVY3NTxdGo6uHGJuI9E9J7wilpHf4deB2n1HSK5K5ziutqCwYxHEvAdt6e2K0tWO+3tB42ksbaw/869btbx7c2fUM1qp3qUjyKekdoZT0Dr9Y0ps30MBoe6vKG0TS0yjgzISPWtRkgcqBhpV3dB56x5Ztpz67qTb0sabmpwui0epBxCgivQv5HYD4Q0nv8GsnzpneSHuTZnpF0tdgSxyWxDtwTNSO/WZ942kvb6wt+/PWHW8c2Nm1DGv1YlhkaFQ/P0Ip6R1+sZneHAbo12m72kM2Go0MS1QikqiLB3ncUtzvgYSc2NFx2F1btp2ybFNt14ebmp8qiEbXDvL6IiNdi98BiD/Up3f4deDqiaK4r3+/b7PYaLjDBPJLhiMwEUnInNKKyiMPv/fy197Mz/t6hwnktATMNoyxAx342jmsmldijhzMRcdG7diK+sbTK+obeSBQsPkPY8a2bxpbMM8EzIAlUyJCFFCt/AilpHeYBaurosVl5Z3s6eDQf21RONRBrpJekTR1SQQmGXh/AFtUYomErG0MGdNgjQn3ddC/NhP9zkFDv/hF0c7ZFzXuYEu9Cf08MGrXE5NHF0VH5er3hUjfgiuvXDngC1PJTipv8Ef8HRxC7c2pD0dEBumSKITHR6LbxkajRSXR6Kgia2cWWntEfjR6cG40WoK1u4Cd3W931/FG1Cbv7+6MgM37LS2TXtu5peSaddt3T9sR3GYjVqVRIvtq9TsA8Y+SXn8k0MGhZXfqwxGRQTp254JP7JoeiawsDYU3Tg9HXp4YiTaOi0TtqKjNL7DML7L2jIJodF7ALUDbDmxf08qGLR1sTUVA7wl0Tny0bde0R2pqu86tbdyY0x5pSMV1RDKU6nlHMCW9/oi/g0OwsT714YjIIJld+198IrAjAK3jo9Gdc8Lh++eEw/dNiURqJkQjkdHRaF6htQcUWHt5YTR6YX40uj/WmhfrSekmFDMCtujXoea5r26rG79ow/Zt03a1b7ZRzf7KiKeZ3hFMSa8/4i5viLTs1kyvSDozgUuA1cBuYCJAkbUN0yKRZ+eFwv+eHo68NDESbRoXiZriqJ2YZzmpyNr33bI+OmwLz95N57RHW3bOfqimtvOs2qaaQHukcbiuLZJmlPSOYEp6/dFBnFsRhxq3aaZXJL2dExxfVgPswkt6YwIQGR+NrpoTDt/Xc/b35Z122rb24Z15nWVs8e9CTaUrttaO+/6G7dum7tbsr4w4SnpHMCW9/oi7vCG8e3ODtUlc8SIiyVa07tT/KwPqce2QxvQ6yNr6aZHIsnmh8L+nudrf5ue2+7PNcMAY3kfntKXNO2c/WFPbeUZdU02gI9LkRywiw0xJ7wimpNcfcZc32EgoYkMd+mMkksZsTt7FwFq6lTj0JQCRCdHoqrnh8JLNu8JPDkd8/ZltbPG1XU2lK7bUjv3Ohh1bJ+/uqLVRG/U7LpEU0bunI5iSXn/E3b0BINrRqrpekfR2sTU5a+ilxKE/z9eEXw9FbP+9uodJwBg+RMf0x5t3zKqsqe04XbO/kp22+R2A+EdJrz/iLm8AiLa36JWpSHqbvvrc60YBDUChdxtQMER4c7Ndl9LIBmGuscV/8GZ/v12zY8ukes3+StZISatAyQxKev0RxC1ki2umV23LRNJfV8m084GNuMQ37tne17dH1qQsqCEKGMNHbMeMJ5p2zLpvQ137KXVNNaYjog1zJJMp6R3BlPT6owE321sUz+Cw2paJZIJLgIRLHB5ZF14TzYDFqvMC0ZLru5pKX9lSO/obG3ZsmVjfUafZX8lAKm8YwZT0+qMRV9drgYKBBocbt2qmVyT9Hbn56C+14BbKjAVy4jmottm27WyzdSmNLIlyjTFX0jHjyaYdM/9TUxc8qa65xnRGtMuVZArN9I5gSnp9EKyuiuAS37hme0P1tWpbJpIBGuacdTJuJqkVmBDvcW/viqZtiUN/DjDRUX/qaix9pa521NdqdtZNqO+s0+8qSWMWtxW4jFBKev1TT7wlDpFw1Ha1N6Y6IBEZImMuZRAlDs9sDKd0S+JUyzXGfNy2z3yqafvMezbUtZ6wpbnGdEbUD3WYbfnHFt646g1a3xz6l37Hf3ew+uu9f1vuXrqbt7/4NrU31mKje17jdO3ooqkqrRt+1K+8cmWX30GIf5T0+mc3CdT1RjvbVNcrkv7ObJly1Gb29Os18Rz00pbojpZO25jKwIbLfBMd/ZfOxtLldbUl/1Ozs25cQ+cWzf6mXvuGduofr2fMMWMYdeioIZ2r5dUWdvxnR6/PhRpDbL11K6MOG0XT8000L9+zrnH30t3kT8kf0rVTTPW8I5ySXv/U47o4FMczONLerLpekfRXUHPC/x6M+/kO08fubL1ZW5+ZJQ59yTPGfNq2z3ymcfuMuzbUtR6/pbmGzqhmf1PARi11N9dh8gzTPjhtSOdqerGJTddtcoUAvejY2EGgIMDsz86m5JAS2je0AxDpiNC5rZOieXHN4/hF9bwjnJJe/yQ209vWqJlekQxgc/IWAtUkWOLwYl0ko0sc+nOQiY6+sbOx9JW6zSVfrNlZN7ZRs7/JtHvpbjpqOph80WTyJw1+prV5RTObr9/MmKPHUHxA7/MxkbYIOSVujWbuqFwirREAGp9pZPwp4wd97WGimd4RTkmvf+Kv6QXCzTt2pTYcEUmShZGcgjXEsSVxd49tCG/sitisrjfMM8ZcbdtnLmvYPuOO9XUtx25pqaEr2uZ3XJks1BBixz07yJuUx6SLJg3tXPUhpr57KrOuntVv75HY6xUbtWDcx82vNDPmmLjf2PDLBr8DEH8p6fVPI9AJRImjbVnnllV1mhgRyQhTVp93/QRcP+4C4nxh2xEmsqnJrk1pZGnkkEB0zN87G0pfrt1c9LmaXbVj3Oyv32FlnK23byXaEaWotIgd9+xg+13bCa4PDupcE86cwOSLJ2MCfZei55TkEG1z7Zljs76tr7Uy6tBRmJy4Stj9VO13AOIvJb0+CVZXRUlgk4poe0tntLNtZ8oDE5EhCxdOOB+owb2jE/ds76vbsrfEoS8FxgQ+b4Oznm3YPuP2DVuaj97aslGzv/EJrg3S/KJbSNb8cjO7HtrFzvt3sv7H69l+b+KdufpLdmMK5xYS7Yqy+YbNtK1qo2heEfVP1TP+jLQvbQAlvSOekl5/JbaYrWXX5tSGIyJJcgmwmsR3Z6vOhN3ZUmWBiYy5uaNh7ku1m4uurtlVO7qxa+sI/nIMaOd9bh6kYEYBpd8qZf6v5jPnS3PIn5rPzv/upPmV5O8YnTcuj+kfmk7rylbGlo+lYFoBuWNzMbmG3Y/upm1NWr9eUdI7winp9VdCi9nCDVuV9IpkhsNqjv92B+6F7RggN56DtrXa9u2tdsT/nBcaE/iiDc56rmHb9Fs3bGk6YmtLDV3Rwb1nn6Wioajrx2tgzpfmMOqQUeRPzGfMMWOY84U5ADQ83ZCSa088dyIHX3cwsz41i/rH65l4zkQ2/nIjW2/dyoafbUhKn+AUaFh55UotCB/hlPT6K6HFbJ3b1o74P4YimaJ55omn4VoktTACdmdLlSNMZOw/OxpKX6rdXPjpjbtqRzVp9hcg0hrBhi1F84oomL73spDC2YXkjM6ha3tq10VG2iKEGkPkFOcQXBtkv+/t5/r3pucGFSOmXl76pqTXXwnN9IZ2bthtw13tqQ1JRJLkEgaxO9uTNZm9O1uqFBoT+J9ocNbz9dum37JhS+OCra01hEbu7G+g0P357qtFmY1YTG5qF5bVP1XP+NPGE6oPAVBYWkjhnMJ3Pk4zKm0QJb0+i9X0FhHnzk2RtsbalEYkIslyeuOMk+pIcHe2V7dFdzV3Wm1G04+jTWTcbR31pS9u2lzwiY27Npc0dY24/qs5RTnkTcwj1LBvghmqDxENRimYOWBjoEGzUUvrylZGHzEaG3Ez7yZgMAGz19bEaURJryjp9VkTrm1ZhDjalgGEm7arxEEkM+RtOu7rC3BJbxcwNt4Dq3erxCEeRQGT89VocPYL9dum3bS+ruGwba01hKIj5t2wscePJbg2SMsbLe88ZqOWbXe41wBjj4v7Wy5hzcubGX3UaEzAkFPsmvpG26NEghFyivpp8usfJb2ipNdPibYtA+jatUlJr0imCORczCB2Z6vK4t3ZUuUYExl/e3t9adWmzflXbty9ubi5K/GeXRlm0sJJ5E/NZ+NvNrLpD5vY8s8trP3BWppeaGLUglGMPno0ANvv3s6uB5O7v1HDMw2MP9W1Kcufmo/JN9TeWEvTS00Uzi1M6rWSREmvKOlNA9uBVmB0PIM7696u0/adIhnjonBeSTVutjfu7bIeWx/e1Bm2HakLK3sVB0zON6Jts6t2b5t64/otDYe42d+s/Frmjsplv+/tx6TzJ9GxuYOGpxqItkeZeP5EZn9hNsa4ipqd9+1k99LkNS4INYQonFP4zoxuID/AzKtmEqwOUjSniIlnx/36bjjp3RPBKH/yV3FZ+QnAlcAUYGU8x0y86CtX5xSNmZbSwEQkKXI6m84+9IErTwFOBVbg6vgH9MvzCt49f2LOYSkNboRotTb8x5xRW+4aP7qgfUz+VL/jkWG3eeWVK+f4cWFjzGeAl621r/hx/UxijHkSOL3Hwx+31t6UrGtoptd/m4FmXC/PuESatUmFSKaIFIy9ENjAngVtcVmxNaoShyQZZUzut6Jtc17cvW3qn9dvqT9oe9tGG87O2V/p1Wt+XNQYcxlwPXC8H9fPQP8AftrtlnRxNUyXlNqG6+NpcTuzDTgLFGqo25w/db/jUh2YiCTFJcCdwAnATNwL3QE9vC689r2H5kYDxmhyIolONOEJdwZ3T2hpI/yH3JJN94wfU9gxOm+K33FJSg170muMmQPcAvzGWntDt8cvAhYBhwIbgW9ba+8b4rVKgQ8BZbh1Qndba5/tZVw+8AHgFFw3meeBW621nUO49hTgw8ACXP5Saa19sJdxBrgCOBu3cH8FcIu19p1tA621N/Y45ruDjasv+mXqs2B1VQSoI4HZ3q6t1ZrpFckcB64/eVEY16JwNJAXz0G7grZja4vdlNLIRrDRhtzvRNrmvLRr65Tr12+pn+9mfwf9x1/S2qs+XPM63OK5b8UeMMa8F7gfKAX+ivvbf68x5tTBXsQYcwYuqf8BcCLwRWCZMebbPcaVAE8ANwPnA5cBNwLPGmPiWkjfy7UPxX1tfw6cDHwCeMAY88ce4wLA3cBdwOXe9a8FVhhjhrVUU0lveqglgaQ3VF/bGA11puU+jyKyr9YpR54BbMG1KYx7d7a3dqrEYTicYsIT7g7unvvsptrABzbVbypsCe3wOyZJqmGd6TXGnAgsBL5grY16j40B/oibiT3OWvtla+25wEPADX2erP/rjAFuxS3Sm2WtPQiYjVsf9GNjzIxuwxcDxwIXWGvnAtOAnwHH4BLlRK8d8K7dCcy31h6IW5v0GPA5Y0z3d6O/CrwL+IS1doa1dhbwOWA/4PuJXnsolPSmh824P4ZxN1WMtNVrkwqRzHEpsJoE63of3xDWivNhNNaQ991I65yXdm2dct36rbvLtrdttOHBv/UraaGZ4d+C+DPA09baqm6PXY7r4PI7a+3Gbo//P+AQY8yRg7jOVcAM3GKvXQDW2u24WeY8oBzAGDMZ+DTwe2vtw964KK5uNoIrd0jUxcARwBettRu8c7YCv/CeP8W7dh7wTeAua+3fYwd7JR9bB3ntQVPSmx424+p6C4mzzjrcuF1ve4pkjpN3zz13Oy7pnUCcu7O9uTNa39hhk9tgVeJymglNvCe4e+6yTZsD791Uv6mgNbTT75hkUF5ZeeXK4W5TdSGujr+7k7z7nvW7zwEdwBmDuM6/gFOstW/0eDxWQtXm3TcDp+ES7O4C3q2NxD0DnAk8MMC1o7ivx9d6OUf+IK89aEp600CwuqoN17y+jThLHDrr3l6X0qBEJJly64763BG4n/MOYFy8B67ZrY0q/DTOkPeDSOucl3dunfy79Vt37e9mf7v8jkvitnw4L+aVFEwFei4km4pLAN/s/qC1NoJb0LZfotey1u7ouWDNq8/9LK6M4nlvXKe19sXYbHA3X8G9AO+ZuMZz7QZr7ZPd9w0wxuQA/wOEgKXeuIi1doW1dq+1SMaYj+Le9Ur42kOhpDd9JNS6rGtb9Y5oV3tTakMSkaQxgUtwtXcJlTg8vzmiEoc0cZYJTfpPcPfcZzZu5opN9ZvyW0OahU9/Lw/z9WJ1tFt7PD4GaLK21xdMTd2OGxRjTJkx5hu4et79gY9Za1t6GVdgjLnSGHMv8CNcm7Bbh3jtGcaYLwEv4bozfNFau76PsR8wxtwE3ISr//3lUK6dKCW96SOhxWwA4cZt2lZRJHNc0FU0cT0J7s721MbI5o6wbU9dWJKo8QHyfxhpnbN859ZJv92wdde8HcFNNqLZ3zQ13ElvrBNCQ4/Hw0BfP8dduJalQ3E5rp52f+AF4MU+xk0G/uyNbwVuSsIur6cAvwOOAt7Cm+Xtw424DbkscKO1w7vzpJLe9BFbzDaGOOv9OrdVawZIJHOMW3PW72bgWpcFgJJ4DgpHsRsaonqBm6bOJjRpSduuOU/XbObyTQ0b89rCmv1NH7uB4S4FjPXa7/nCtg23bqc3ebj61kGz1v4CmI7rAXwK8JgxZp9E2lpbi1s0fzlun4CHjTFnDfHad+A+3//BtWN7pp9WZONws8GvArcZYz42lGsnSklv+tiBW8wWIc5XfB01KzbYaCSU0qhEJGmi+aMGtTvbK1tV15vuJgTI/3GkZe4rO7ZM+uX6bTvn7gxushGr38/+esaHRWyxReY9yxW2ABO8NmM9TQEah3pha+02a+0Pgf8DDgPe08e4Dmvtf4ELcHng95Jw7Xpr7bW4xHcGroNFb+NC1trHgfNws+HXDPXaiVDSmyaC1VVRXIlD3K3LbKgzHGnZtSGlgYlIMl3CntZlcZc4PLIuvDYStZGURSVJdb7pmnx/6645T27cHL10c8PGvLbwbr9jGqGeGu4LWmt34t65PbPHU7FewUd3f9AYMwmYB2wfzPW8nc56iu2INr+/cdbadbgNNOb3fC6Z1+5trLW2HleCsZ8xZth2B1bSm14SWswG0LVzo972FMkc+689/f8Z3AxHCXHuztbQQdeWlr16e0oGmGQo+Gm4Ze4rO7ZM/PmGbTvnaPZ3uD3t03XvB97b47EHcd0bPtXj8Q969wnHaoz5K/BWL8nnOO++zRt3HtBsjNmrJ6533FgG0TbMGHMNsN3b6a2/ax9qjKnHbVXc0zhcN5the0GvpDe9JJz0dmx8TXW9IhkkOOHAs3Dv6jSSQInDmztV4pDJLqRrcmXrrjlPbNwcXbi5YWOuZn9TrRl/th8Gt8PascaY82MPeLW09wAfMsZ8zhgTMMacjHt7fzd7ZkgT8QpwEG4LYgC8WdOveh8+7N2/hKsZ/oMxpvs7yR/F7cz2MIl7Cbco7vfe7mwx3+xx7bdxC/UWG2NmdovzdNzmGY8mYSFd3JT0ppc69mxSEdcMULhxa3OkvXlbSqMSkWTqXuIQd9K7dL2S3mww2VCwONwyd8WOLRMXr9+2Y5ab/Q37HVcWWrbyypVRPy5srX0d1wrsD8aY7ovXPg+swm1H3Aosw820Xm2tbY4NMsYcZYz5SRwLzP6K69SwyBjztDHmt0AVrl72t9baV7x4GnDJ6BHAm8aYPxpj/gX8DbfQ74fdrj3Pu/YVA3yOD+CS+E8ALxtjfmuMedL7+D/Avd64KHA1rs53pTHmL8aYv+OS/F30vmlFyijpTSPB6qp23GrKJmB8vMeFdm16O2VBiUiynbij7F072bM7W1y/h9fsjjbVt9sdKY1MhtVC0zXlwdZdcx7bWBu+sLZxY04w3LPNlQyeX6UNMV/FTWDdGpsJ9ep9j8HN7r4E3A2caK29u8exRwDfxe2i1iev5+8FwK+AWbjSiQjwAWvtV3uM/T3wftyCuo8Bx+HajB1rre3+rsNc79qXxvE5fsgbW4Lb5ng88AXgPd1nb71Fc+fiegi/D9e94TbgcGvtsG4RbYZxVlniUFxWfi7uG3M07m2BAeVP2W/SuFM/8oWUBiYiyWOjVx3+nysm4ha7bMC1MRvQd07JP+vE2bmnpjQ28dV/yd9+/eixnbUTCmeYwPAt8MlCJ628cuXzfgZgjDkOeBJYbK39cYLHPgL8xlo7mLKHjGSM+SRuUV/Md4GPW2tvStY19AOVftbg/gDOxfXrHfBVSdeO9buiHW27AoUlca8GFxEfud3ZbgIOx5U4xJX0Prc5skZJb3a7jK6pl7XsZGuTaf9lwejaxyaMGhspzo37nT8BXK/c4d6UYh/W2peMMRfhShriZowZj5u5fSglgaWvjwKnp/ICKm9IP5txb3uGSaSLw26VOIhkkPM6S6bF+vXG/WL16Y2R2vaQTXiltWSe6QFb9KtQc+mr27eM/+GG7dum72rfbNW2Ll7Pr7xyZVp0ybDWPmWtTbQd2STgy8O5wCsdWGvPsNaaHrebknkNJb1pxuvXu5Y99X5x6dy08q2UBSUiyTa6+qzfzGHPDO+oeA6ywPqGqDq2jDBX0DntkZadsx/ZUNt1Tm1jTU57RLW//Rv2/rzJZK2tttY+6ncc2UhJb3qqJsGV3Z1bVm2LdrU3piwiEUmqaG7RQtzK6YR+1pdvjSjpHaFmBGzRb0LNpa9uqxv/gw3bt03brdnfPoy0sgCJk5Le9LQW17y+CCiI96DQ7s2a7RXJHJfgavgT3Z1tXTiqFlcj3XvpnPZo887ZD9XUdp5V21QTaI80+h1TmthGGtTzSnpS0puGgtVVQdz+3fUkMAPUsfkNJb0imWPOmrN+m4d7gVuMax4/oOZOQnXNVtuPCwCzjC3+XaipdMXW2nHf27B969TdHbU2an3pT5smHlx55coRVQsr8VPSm74SL3HY/EZdtKN1V+pCEpFk6hhbeg7uBW4DCfysr9yhEgfZW8AY3k/n9KXNO2Y9UFPbcUZdU02gI9Lkd1w+uN/vACR9KelNX6twSe84Emgt17m1enmqAhKRpLuUQZQ4PLY+rKRX+jTH2OJru5pKV2ypHfudDTu2Th45s79dgBaASZ+U9KapYHXVTmArbv/wuGeAgquXvWajUS1sEMkMx2099GP17HmBG9fv5HUNtnlXMKrtx6VfAWP4EB3TH2/eMauyprbjtLqmGtMRaR74yIz1zMorV7b4HYSkLyW96e0t3N7Ucc8ARdoa2sONW9WzVyQzmJ1ll5cDO4E2Eth+fNWu6OqURSVZZ66xxdd1NZW+uqV2zLdqdmyZVJ+Vs78qbZB+KelNb2/j/hiOB3LiPai9ZoVKHEQyhQlcCqwmwRKHZzdFlPRKwgLG8FHbMeOJph2zlmyoaz+5rjmbZn+V9Eq/lPSmt23AdtwMUNwbVXRseKUm2tm2O2VRiUgyndM+dl5sd7a4S5me2xzZ2tZl9VauDNp+gWjJDV2Npa9sqR399Q07tkys76jL4F3A1qy8cuVav4OQ9KakN40Fq6sse2Z7454BAujctvaVlAQlIslWvPb0xQfgWhRGgdHxHGSBddqdTZIg1xhzFR0znmzaMfM/G+raTqprrjGdkUx7QVXpdwCS/pT0pr+3cXW9E0ng/yu4atmrWtAmkhlsTsFC9mw/Hvds78tbVOIgyXWAiY76U1dj6St1taO+WrNzy/iGzkyZ/b3X7wAk/SnpTX+1uJnedhJY5BJp3R0MN21blbKoRCSZLrYmJ+G63kfWhTeEozaUurBkpMo1xnzCts94unH7zHs21LWWb2neaDojrX7H1YfNwDK/g5D0p6Q3zXklDm/ianunJXJsR82rKnEQyQwzV5973SgS3H48GCK8ucmuT2lkMuLNN9HRf+1snLu8rrbkf2p21o1Lv9nff2sXNomHkt7MsAKX9E4gzq1KAdrXv7w+2hlsSFlUIpI0XSXTzgU2kuD2469vV4mDDI88Y8ynbfvMZxq3z7xzfV3LcVtaauiKpsPs7+1+ByCZQUlvBghWV20HYqu7E5rt7dKCNpFMcQmD2J3t0fXh6vSadJOR4OBAdMzfOhtKX6ndXPLFmp11Yxs7t/g0+7tm5ZUr9XdO4qKkN3MsB7YA0xM5qG31shXWRrOtAblINjq69oirm3BJ71ji7M29qcm27gzaupRGJtKHPGPM1bZ95rKG7TP+vWFLyzFbW2roirYNYwia5ZW4KenNHLG6XkhkQVvLrrZw43a9/SmSAernXXAy7ue8lcR2Z1PrMvHdoSYy5qaOhtKXazcXfa5mV+0YN/ub6ssq6ZW4KenNEMHqqi7gdWArCc72dmx6TTu0iWQCYwZV4vD0RtX1SvooMCbweRuc9WzD9hm3b9jSfJSb/Q2m4FKvrrxypb73JW5KejPLclzSOwHIi/eg9nUvrY92tTemKigRSZqzWiceshHXm3sCYOI56MW6yPbWLtuU0shEBmGBiYy5paOh9KXazYWf2birdnRT19Ykzv5qllcSoqQ3gwSrq7bhVnc3kMiCNmtt55bVL6YqLhFJmsINJ//wYFwHhwhx7s4GsLZeJQ6SvgqNCXwpGpz1XP226bdu2NJ0xNBnfy3wr2TFJyODkt7MM6gFba0rl75sw12peHtJRJLI5uR1350t7hKHl+pU4iCZ4QgTGfvPjobSFzdvLvhkza7No5q6tg1i9veZlVeu3JSK+CR7KenNPG/gFroYYFy8B9muYKizbtXzqQpKRJJmYXTP7mxx9+t9dH24pitiu1IXlkhyFQVMzldscPbz9dum3bJhS+OCba0bCUXb4zz8rykNTrKSkt4ME6yu6gRWMogFba1vLH3RhkPx/kIREX9MXX3eDeNxJQ4FQGE8B3WEiWxusutSGplIihxtIuNua6+f++Kmzfkf37h7c0lj145+hjcCdw1TaJJFlPRmpuXANtwsUNwL2qIdrV2dW1e/kLKoRCQpQsWTz2fP7mxxlzi8pt3ZJMMVBUzO16Jts19o2DblL2vrWo/Y1faWsba+x7BbV165UhM4kjAlvZlpK7AJ92p3aiIHtq58tMpGQp2pCEpEkuYSIOESh4fXhquj2p5NssQJOZFR/2zZfcjLNZtLvlbf8OzYSOQ176m/+BqYZCwlvRkoWF1lGeSCtmh7S2fn1uqqlAQmIsmyYNOxXwvikt4xQG48B21ttcEdbbY2pZGJDLN8KPh4U8vJyzbVHfHvuq33r7xy5WsDHyWyLyW9mWslbkFbDm7L0ri1rnz0eRsJa8GLSBprnH3aqbgyphYS2J3trZ1RlThI1jqkK3S33zFI5lLSm6GC1VUduE4OCS9oiwabOrq2r1PfXpH0dil7ShwS2J0trH69kq3qgX/7HYRkLiW9mS22oG0SkJ/Iga0rH33eRsOhlEQlIslwetO04+pIcHe2V7ZGdzZ32oaURibij5tY1KQFbDJoSnozWx2uif1OYHYiB0Za64Nd2ze8nJKoRCQZ8jeWVxyKm90K4Wp741K9WyUOknUscL3fQUhmU9KbwbwFbU/jWhtNJ4H2ZQCtKx991kYj4VTEJiJJEMi5GKgmwRKHqrqIShwk2zzKoqa1fgchmU1Jb+ZbC6zHvQWa2Gxvy662rp01y1MSlYgkw0XhvJJq3M933K3LHt8Q3tgVsWpNKNnk934HIJlPSW+G82Z7n8LN9s4gwdnetpVLn7XRaCQVsYnIkE1afe4fJwENuJ/tongO6ooQ3dgY1ayYZIuVwAN+ByGZT0lvdlgDbMC9BTorkQPDTdtbQrs2rkhJVCIyZJGCsRcANSS4O9uKbarrlazxcxY1adMVGTIlvVmgl9neuBrZx7SuXPqMZntF0lZsd7aEShweWReujlobTVlUIsOjBviX30FIdlDSmz1W4X45NAIzEzkw3Li1uWvHupdSEJOIDN3BG078fgg30zuaOF/U7mizHdta7eaURiaSer9iUZMWXEtSKOnNEj06OczE7dQWt5bl9z8ZDXW2pSI2ERmalmnHnI7biKaZBGZ7tTubZLidwI1+ByHZQ0lvdnkLN9vbTIKzvdGOls729csfTUVQIjJkgypxeHxDWEmvZLLfazMKSSYlvVkkWF0VZc9s72wSnO1te2Ppa5G2htpUxCYiQ3Jq/Zwzt+EWq8a9O9sbO6L1jR12d0ojE0mNFuA6v4OQ7KKkN/u8gUt6m3GL2hLSunLpA9ZarZIVSS+5tUd98Qhc0tsJjIv3QO3OJhnqzyxq0nbaklRKerOMN9v7DHtmexP6P+6se3traNfGV1IRm4gMgdudbQ0u8Y27xOGF2rB2Z5NM0wX82u8gJPso6c1OrwObgFYGMdvbsvy+x2w4pDoqkfRyYahg7DoSrOt9oiayqTNs9fMsmeQfLGra4ncQkn2U9GahYHVVhCHM9kbaGtrbN776RCpiE5FBG7fmnOum4XZnywGK4zkoHMVuaIxWpzQykeSJAD/3OwjJTkp6s9eruNnedmB6oge3vvbQy5H25m3JDkpEBi+SP+oiYD2J7s62NaoSB8kUN7OoSd+vkhJKerOUN9u7DLc98VwS3KUNa23bm09or3OR9HIJrq43oRKHh9eF10ai2p1N0l4HcI3fQUj2UtKb3V7BzQo14hLfhHRsfG1zaHft68kOSkQG7YB1p/7U4kocRgF58RxU3247t7bamlQGJpIE17KoSW0zJWWU9GYxb7b3QWAdMI04awC7a37l/kdtJNyV7NhEZHDaJh16JlAHNJHAbO8bO1TiIGmtAfiZ30FIdlPSm+WC1VVrgdeAzUBZosdHmne0dmx+46mkByYig3Up2p1Nss9i9eWVVFPSOzI8jKvtLQQmJ3pwy6sPvBDtaNuV9KhEZDBO3Ln/JTvYsztbXL/HV+2KNja0250pjUxkcGqB3/sdhGQ/Jb0jQLC6qgG3qK0a2J9E/98j4WjbqqcfTEFoIpK4nK0LPn40bqa3nQR2Z1u9O6LZXklH17CoqcPvICT7KekdOZbhFrW1MYhFbe3rXlofqq97I+lRiUjiTGBQXRye26ykV9LOm8DNfgchI4OS3hEiWF0VwpU5rMXt0laY6Dmaqu5+IBrqbE12bCKSsPM7S6atJ8EtiZ/eGKnrCNtg6sISSdj/sqgp4ncQMjIo6R1ZVgFvAFuAAxI9OBpsbG97+6klSY9KRBI1pvrM38zGbVJhcO3LBhS12PUN6uIgaWMZi5r0N0WGjZLeESRYXWVxLcw24P5ITkj0HO3VL1R37dz4SrJjE5HERPOKYruzJTTbu3yLShwkbXzb7wBkZFHSO8IEq6t2Ac/hevcewCC+B5pfvPvhaFd7Y5JDE5HEXIJrXZZQ0vvwuvC6SNTq7WTx260sanrO7yBkZFHSOzI9hZvt7QRmJXpwtKO1q3Xl0v9Ya5MemIjErXTNmb/OwzX1LwHy4zmouZNQXYvdkNLIRPrXCHzd7yBk5FHSOwIFq6s6gUdxLcxmAwWJnqOjZsXGru3rXkh2bCISv45x+52N23imkQRme1duV4mD+Oq7LGra7ncQMvIo6R25XsctbNuO692bsOYX734s2tGqTStE/DOo1mWPbYiMmMVsT2wIk/ujZmoaowOOXb0rQuFPmrnp1aHtvP5CbZhvPdrBJ/7bzg+f7GR9w97XfntnhMP+2MqC61tZs3vvSpP/e6ZzSNfOAC8BN/gdhIxMSnpHqB6L2saRQIP7GBvqDDe/UnmXjUZVHyjij+O3Hfyh3bi63nHE+Tt9bX20eXcwui2VgaWDTU1R3n9XO5E4K7E+W9lB5xB/m/3quU5OujHIn5Z3sWxThEVPdXL49a08viH8zphvPNpJfg7kBuDrj+xJcl/bFmFLy8DJeQaLAp9jUVNWf5KSvpT0jmDB6qqtwAu4FeDzGcT3Q9fW1ds7Nr76aLJjE5G4BHYc+J7jgZ243dnGx3vgql3Z3brszR0RTv17GzuD8WW8f1/RxZM1Q8t4X6yL8K2lnXzq6Dx2fXM0a740iuc/WUxOAL704J4Nx16qi/DdUwv431MKeKluzzV/X9XFl46PqzQ7U/2RRU3L/Q5CRi4lvfI4bsOKdmDeYE7Q8sr9VeGmHdVJjUpE4jPI3dmezeLd2Wqbo5z8tzbGFBg+c3TegON3BaN889FOZo8xQ7ru4mWdzBhtuPbCQvJy3LlOmJXLRWW5vLUzSkO7S8Dr2y0TigwTiw27vcd2tkVp6LAcOClnSDGksW3A9/wOQkY2Jb0jXLC6qh34L6710VQGUeYA0PTCnf/Rbm0ivji3Y/TsDSTYuuzZTZEtwZDNyp/ZXUHLRWW5LPt4CdNHD5zIfv2RTpo6Lb+/MOGNKvfy83MLqfxQMQW5e18zFHE7iBR3y7+jFiJR9zjAn5aHuPqYrJ7l/RqLmpr8DkJGNiW9QrC6qhpX5rAWOAhIeKoh0ro72Pbm4/eqjZnIsCupPvOX++F2Z7PA6HgOssC6+uwscVgwJcBt7y5mbOHACe/jG8Lc8lqIb5yYz5HThjbLesCEAIdP3fscq3dFeKA6zFnzct5JhicUGRo67DszvqGI5YmaMOftn7WzvEtZ1HS730GIKOmVmIdxb5E2M8huDu3rXlrfta1azcZFhpnNKViI23Amsd3ZtmZniUNOIL4yhc6w5XOVHZRNCHDNGQl3buzXsk1h/vexDo7/axuTig1/uaToneeOnZHDz5Z1svjZTo6dkcOdb4V5z8F5GDO08oo01Ql83u8gREBJr3i83r3/wfXuncQgtigGaKq667FIsGlLEkMTkYFdzCB2Z3tkXXh9OGrDA4/MTj99ppPq3VH+ckkhhbnJTTh/tqyLny3rorkTrjg4j1nd6oV/eV4BHWHoirh/3/JaFx87Io/714T48/IuQvG2m8gMi1nUpDUfkhaU9Mo7gtVVNcAzuD+eBwK5CZ8kEo42PX/Hv6OhzrbkRici/Zi1+pw/FOF2Zysmzg1nWrsI1zbb9SmNLE2t2hXh/z3bxaeOzuP00sR/1Q2k8kPFvPG5Et5/aC6/q+ri6vv3dG84ZHIOb35+FG9+fhSNHZYFU3K4bWWIS25v5+r7O/jkko5+zpxRXgF+6ncQIjFKeqWnx3BJbz2ujVnCwo1bm1tffeBf6t8rMnw6R886D9iE+9mNe7b39RG4O5u1lqvv72BikeEX5w5t8Vp/Dp2Sw+3vLuKM0hxuejXExl42yPjDiyG+cHw+/34zxOeOzePWK4q4480QkWjGz/Z2AB9lUVPI70BEYpT0yl6C1VUh4F5cfe9oYNpgztOxaWVtsPqF+5IZm4j06xIGUeLw6LrwmpG2APX+NWGe3hjhwEkBfvFcJ997vIPvPd7Br55zG0Xc83aY7z3ewYqtib9u7/m1NMZw/v65WKC6fu+kd0tLlHDUUjouwOZmy5HTcjhmeoDOCHH3F05j32FR01t+ByHSXfLf05GMF6yuqisuK18KjAIOB5pwfXwT0vbG0tdyx0yaUjB9/knJjlFE9nF03eGfbJr5+o27gTJcF5YBs7aNTbZ1V9BumVxiZqQ8wjQR6437ZE2k1w0p7lsT5r41rhvDUdPj66gQtZZD/9jGKbNz+MulRXs919jhrlfSo2XwdS928fnjXJuycNSSG4BcbxFeOLP3LHsc+J3fQYj0pJle6cuzwOvAZuAQ9rSTTEjT8/9eqo0rRIaF2b3fwhOBHUArCezO9vau6IgqcbjqyHzsNWP2uW348igA/n5ZIfaaMVx1ZPx9cwPGsGBKgJteC7F0/Z61gTvaotz8WojJxYajuyXQHWHLi1sinDbXzT2NLTA0dVgavAR5bEHGdnJoAq5iUVPGT1VL9lHSK70KVldFcWUOq4AwsN+gTmStbVx2692RjtadSQxPRHpjApcyiBKHZZsiWdmvN1nueTvE9x7vYEND/9OvPz+3kDEFhgv+GeS9dwb5QmU7x/y5jZ1tlusXFu61acWtr4f48II9U79HTsvh+pdDfHtpB/uPN4zO3KT3iyxq2ux3ECK9UdIrfQpWVzUDS4C3cbW9cc8cdRftaOlsfuGu2224K+ESCRFJyNltEw7eRIJJ7wu1kW2tXbY5dWFltiWrw/z0mS42NvWf9JaOC1D1qRKuODiXpzdG+NebYQ6bEuCFT5Xw7kP2rm2oqovwwcP2PHbN6QWMK4Q1u6P86eKinqfOFHexqOmffgch0hcz0hYwSOKKy8oXAhfg2pi9BAxqNW7hvGNKRx914UeNCejFlkiKmEjoXQuWvPdg4DTcC9a4ktkfnVlw0ZHTco5LaXCSzbYCC1jUtNvvQET6ouRD4vEI7o/nTuBgBlnf27FheU37upcfTGZgIrI3m5O3ELeleEKzvS9vUYmDDMknlPBKulPSKwPy2pjdhasVzAXmDfZcra899HLXjvUvJSs2EdnHxdbkDKZ12YZQxHalLizJYjewqOkhv4MQGYiSXolLsLpqB25h2xvAVO82KI3P3v5QuGX3hmTFJiJ7mbbqvBvG4japKPRuA2oPE9k8QndnkyF5Hfi630GIxENJr8QtWF21Erdj2xvAAcCYQZ0oGok2Lrv1zmhnsD6J4YmIJ1Q8eVC7s722beTtziZD0ghcwaKmoN+BiMRDSa8k6nHcYrZq4DCgYDAniQYb25tevOd2Gwl1JjM4EQEGuTvbw+vCa6Ja3SxxsO775GMsalrndywi8VLSKwkJVldZXJnDStxq3cMY5PdRaMf6Xa0rH7vTRqOJ7/UpIv05YtMxX2nFJb1jcbuzDWhLiw3ubLN1KY1MsoIx5mcsatJW85JRlPRKwoLVVZ3A7cCbQAdw0GDP1b7uxXVtbz15l7XRzN50UyTNNM4541RgO9ACTIj3uJG2O5sMyqPA9/0OQiRRSnplUILVVY3Av3GJbzEwd9DnWr1sVXDVM/dYva0qkkyDKnF4qiaspFf6ZK3dBHyIRQPs1CGShpT0yqAFq6s24nZsWwnMBCYP9lxtbz31ZnDNc/9V3iuSNGe0TDmqlj1Jb1z9tZdvje5s6bSNqQxMMpO1ttMY8x4WNe3yOxaRwVDSK0MSrK56BXgKN+M7Hxg12HO1vfHYa+3rXrw/WbGJjHAFG0783iG4pDdEAt1WqutV4iD7MsZ8mUVN6rMuGUtJryTDI8ArwDrcwrb8wZ6o9bWHl7evX64m5yLJEMi5GNdpJaEShxfrtDub7M1aezOLmv7kdxwiQ6GkV4YsWF0VBe7EzfbuBA5lCN9bLSsqq9o3vvZoksITGckuiuQUxJLeSfEetHR9uKYrYtVOUACIRO3rxpjP+R2HyFAp6ZWkCFZXdQC3AW8BEVypw6C1vPzf5zo2v/lkEkITGckmrz7vholAA5AHFMVzUFeE6MbG6NqURiYZIRy1O3MC5hIWNbX7HYvIUCnplaQJVlftBu7A7dg2Bpg9lPM1v3j3U51bVi1LRmwiI1W4cPwFwAYS3Z1te1QlDiNcJGo7cgPmAhY1bfI7FpFkUNIrSRWsrloHVOI6OswGpgzlfE3P3/FY57bqF5IRm8gIdQmwhgRLHB5eG67W7mwjV9TaqIX3sKjpFb9jEUkWJb2SCi8CT+MS3zIS+EPbm6Znb3+4a8eGl5MRmMgIdMiGE/63AzfTOxrIjeeg7W22fXur1QzfCNUe4iu5P2qu9DsOkWRS0itJ521V/CCwDFfqcCAJ7AjVm8Zn/lHZtWvTq0OPTmTkaZl+/Om4bcObSeBn8a2dKnEYiRo77B9L/q/5Wr/jEEk2Jb2SEl5Hh/8Cz+G6OhwMjB/KORufvnlJqL52ZRLCExlpLmUQu7M9qd3ZRpz6dvvIuELzRb/jEEkFJb2SMl7iew/wAvA2cAgwdtAntNY2PHnTvV27Nq5IToQiI8apDbNO2wLsIoHd2V7bHt3d1GF3pzQySRsN7fatcNReyqIm1XJLVlLSKykVrK6KAHfh6nxX4TaviHtnqH3YqG186uYlHbVqZyaSgLzNx3z5cFxdbycJvPhcs1slDiNBS6fdtqMtesaUX7SoP7NkLSW9knLB6qow8G/gZdwq8sMYwnbFAM1Vdz8VXPP8Emuj0SSEKJL93O5ssS4OcZc4VNWpxCHbdYRt68odkQsP/EPrTr9jEUklJb0yLILVVSHgdmA5brviw4GSoZyzdeWjK1pff/R2Gwl3JSFEkWx3Uahg7FoSbF32xIbI5s6w7UhdWOKnUMR2Pbc5ctVJN7a96ncsIqmmpFeGTbC6qgu4FXgF1yz/cKB4KOdsX1u1tvmle2+KhjpbkxCiSDYbv+ac66biShxyifNnLxQlWtMYrU5pZOKLUMSGHlwb/vpZN7fd7XcsIsNBSa8Mq2B1VSfwT1ziuwk4gji3Ru1LZ93bWxuX3XpjtKNtVxJCFMlakfxRF+JecCZU4rBiW1QlDlkmHLXh/64O//Cvr4Su8zsWkeGipFeGXbC6qh34B7ACqMUlvoVDOWe4vrax/okb/xZpbdichBBFstVgd2dbG4la1c9niXDURu5+K/yrW14LLV6yOqRODTJiKOkVXwSrq4LALbjEdysu8S0Yyjmjwcb2+sf/fEuoYevbSQhRJBvNX3fqTyK4EodRQF48B+1ut53bWu3GlEYmwyIctdE73wzfcOvK0DVLVocifscjMpyU9IpvgtVVrbjE91VgBy7xzR/KOW2oM9zwxF/v7Ny+rmroEYpkn7ZJh50J1AFNJLA725vanS3jRVzCe9Ptb4T+d8nqkFqTyYijpFd8FayuagZuxiW+u4CjGGKNL9bapmW3PtRe8+oj1uqdO5EeBlXi8Nh6tS7LZFFr7Z1vhf/lJbzNfscj4gclveK7YHVVIy7xfRk3A3UUQ9nAwtOyfMnzwVVP32WjUb2FJ7LHybvmXbgd9yJzPHHuzvb2rmhDQ7tVH9cMFLWWO98M33vbytD3l6wObfc7HhG/KOmVtBCsrqoHbgSqgGpgAQnMQvWl7a2n3mxZUfkPGwmpz6iIk7PliE8fhZvp7QDGxXvgmt0RlThkmKi13P1W+L5bV4Z+vGR1aL3f8Yj4SUmvpI1gdVUbbsb3WeANYD4wc6jn7ahZsbHxmVv/HGlv1gyHCIAJDKrE4fnaiEocMkjUWu59O/zwP14P/XrJ6tCrfscj4jclvZJWvA0s/gU8jqvznQ3sN9TzhnZvaqh/9Ia/du3a9OpQzyWSBS7oKpq0DlfiEHe/3idrIrUdYRtMXViSLOGotbetDD1w82uh64Gn/I5HJB0o6ZW0E6yuigL3e7dXcHWHBzPE71cb6gg3PnXTf4PVVfepzldGuDFrzv79LKAB93MV15bgUYtd36Dd2dJdV8RG//pKaMkdb4b/DtynXrwijpJeSUvB6iobrK56GrgDl/jm4ep8c4d67tbXH36l+cW7b4x2tTcO9VwimSqaV3wRsJ5Ed2fbqhKHdNYesuFrq7rueaA6fDtw75LVIW0qIuJR0itpLVhd9Squl+9yoBPX2WFIm1iA27q4/rE//ynctEOzVjJSXQKsJsG63ofWhtdFolbvlKSh1i4b+sVznXc9tTFyD3CXNp8Q2ZuSXkl7weqqdbjODi8BO4GjifPt2P5Eg00d9UtvuK1j08rHrY1qNkRGmnnVZ/wygNudrYQ4N4Zp6qSrrsXWpDIwSVx9e7T9R091/uvlLdFK4E4lvCL7UtIrGSFYXbWNPYlvDXAkCbRa6k/zS/c+0/LykpuiXe1NyTifSKZoH3/AOUAt0EgCu7O9sUMlDumkrjna8p2lnbev2hVdCvx7yepQ2O+YRNKRkl7JGN4mFn8DXgDeBg4FpiTj3B2bXt9cv/RPN4Qatr6djPOJZIhBlTg8tl79etPFmt2R+m8v7fj31lb7DHD7ktWhkN8xiaQrJb2SUYLVVe3AP4BngNeBA4C5yTh3tL25o+Hxv9wRXPtipY1GNFMiI0H5jvnv2YVLescR59+E6vpo0+5gVH2vfbZ8S2Tbd5Z23tXcyfPAbUp4RfqnpFcyTrC6KgzcBTyC6+wwGTiMJHR2AGh97aGXm56/4y+RjlZtuSrZLrDtkA8dh6uVbyeBkqHVu6MqcfDRw2vDG370VOd/Q1FeAm5dsjrU5XdMIulOSa9kJK+l2cPAnbg63zBwDDAqGefv2la9o/7R6//StWPDy9aqxaVkMRO4lEHszvbcZpU4+CEcteEbXu5aed1LXY9Y96L/n0tWhzr9jkskEyjplYwWrK5aDvwFV+e7CTgCmJaMc9uu9lDjM/+obFl+39+jHW27k3FOkTR0XsfoWetJcHe2ZzZG6oIh25q6sKSnlk7b+oMnOpc/UB1+GqgCblmyOtThd1wimUJJr2S8YHXVFuBPwNO4Ot9SYD5J+v7u2Pjqpt0PX3t9R+1bT6u1mWShkuozflWKa10Gcb5bYoH1DVHN9g6T2uboti8/1LH8jR3RF4DncTO8w57wGmM+Y4w5erivK6lhjDnDGGN73Gr8jitVlPRKVvAWuN0GLMGVOxTgNrIoTMb5bbgr0lx11xNNz/7rhkhbQ20yzimSLmxuwUL27M4Wd4nD8i0qcRgOy7dEVn35wY43dgXtctwi3n/5sWjNGHMZcD1w/HBfW1JmI/DTbrdn/A0ntYzqFSXbFJeV7w+8GzgYmIWrV0zeojRjzKgjLjy2qPTIc0xOblwN/UXS3ObD7738MuDjwDzcDogDGp1P3s3vKvpWbsAkZRGp7C1qbfTet8Mv3fxaqAn3LtaTwANLVoeG/Q+3MWYOsBL4i7X2G90enwJ8GLdNfBCotNY+2MvxBrgCOBs3KbECuMVa2zyEmEYDHwKOw63reBy4y1q7zztyxphzgYuB0cAq79rbBnvtHue+DzgfOMJa22fbS2PMe3DrUH5qrf1ekq79B+ALwLnW2qXdHn8SOL2/Y621ppfzLQKustaWJiO+dKOkV7JScVn5WOC9uK4OB+NmsNYCSStPyB03bczoYy67KG/c1AOTdU4RvxQ0bzrpwMf+5wLgFOBF3LbfA/r9hYUfKh0XKEtpcCNQR9i2/+HFruef3hjpwCW8jwBP+pHwwjuJ3XTg+FhSaYw5FHgU10FnPTAbKAKut9Z+vtuxAVzHnXcBW3G/h2d6x5w8mOTTGDMdl+TOBzZ4MYwBKoFLbLfkxhjzO+B/cH8HWnAlcDuBM621byZ67R5xXAHcDfzaWvv1fsaNxvWXjwIHWWuDQ7mud85jcbXd/7HWvrvHc5/EvYDtzWcBa62d3Ms5F5HFSa/KGyQrBaurmoC/A/cDL+O2WD0GKE7WNcKN25obHvvTv1rfevLOaKhTC3oko3WOmXMOsBloIIEFbSu3a3e2ZKtvtzu+9WjHk09vjLTiOjTcvWR16AkfE94TgYXAF7olvAHgVtyLo/nW2gNxmwU9BnzOGHNct1N8FZfwfsJaO8NaOwv4HLAf8P1BhvVnYCpwnLX2AFxZzj+9ON/TLfZ34xLea4DJ1tp5wGXAeODng7x27NyjgN8B24EfDjD8x7hE/xtJSnhzgBtwX/+v9XzeWnujtfZ7PW+4v4kTgZ8NNYZMpKRXslawuioSrK5aitvFrQo3w3AUbrYiedd5++m36h+9/rqunTWv6J0TyWCx3dkS6uLw6PrwGn3fJ8+qXZE3v1DZ/lJNow3iykxuW7I69LLPYX0GeNpaW9XtsYtx3XK+aK3dAGCtbQV+4T1/CoAxJg/4Jq7s4O+xg621N+B+J5+SaDDGmMO963/fWvuKd74Q8JPu1/Z8F3jJWvuj2OyvtXYJbjIk4Wv38GNcCd23+yvTMMYcBXwReNJae8cQrxnzRdxEzv+z1m5M4LgfAVuAPyYpjoyipFeyXrC6ah1u8cVTwGu4t+AOIUmbWYDbza3x6Vvua3nl/puinWpvJhnp2C2HXdWI6+Iwjjj/PtQ02pZdQbs1hXGNCKGI7brjzdCD33q0c3NbiGZcwnvTktWhdNga/UJcLWp3zwBnAg/0eDzPu2/z7qPe8fvMRuLegWvr5fGBrAdOxb2b19+1AT4GfKSXc+QN8toAGGOOBL6Ea5d5Sz/jArjuQnjjh8wYMwOXcNeQwGy1MeZk4FzgJ9baEdnqTkmvjAjB6qpW3Ftf9+K6O0SBY4EJybxOR82Kjbsfuvb6jrq3n1F7M8kwZtcBl54A7MAlA+PjPVC7sw3NrmB063cf7/z3P18P5QG1uJrqG5esDm3yObRYgjUVeLb749baBmvtkz1qZ3NwpQQhYKk3LmKtXWGt3dzjvB/FvaPQM2kekLW21Vq7rJcyga949w92G/uGtXavLiPGmNOBowdzbe94gystyAHeAH5pjFlkjDmol+FX4xbavQZ8wBjzS2PMFd45Bus3uAV5LwM/Msb81BgTT0eNb+Lqmnu+WBgxtJBNRpzisvJZuO4OZd6tEbfILaktgPImz5s4asHZZ+WNn3FIMs8rkkL3HX7v5dfjFoEW4codBnTirJxp3zm14OqURpaFrLUs3xp9fvGyzuquCNOBt4BXgTuWrA4Nue4zGbzFUi8B06y12/sYMwP3O/XjuJKHz1lr/9zH2A8AFwAfBZ4ALh7KrKMxZhzwPuCDwBn00xnBGHMhbtb5alwHhzOttfW9jR3gmh8Abu/lqS5cucdfvHGjgXW4RXY9VQLvS7S+16uvfq6XpyzwI2vtoj6Om+vF8ktrbUU/51+EFrKJZI9gdVUtrtzhPlytbxj3SjwpO7nFhHZu2N3w+F/vbKq66y/hll0bknlukRQ5Jzi+bCNuNijuut7nayPb2roG33pqJGoP2bYbV4Ru+9FTnbVdESbiFqw9AvwjXRJeT5F339DPmFNwC7qOwiXuS/sZeyNwJS5JuzEJb7MfjKtPPQOow3WJ6MsvcSUG+cA/6P9z6k8sqV4GnAjMxX1ODcD13TbvuBqX8LbiyizmACcBD+MW3P10ENf+rnf/FnCOd853AdXANV4v5d58HjC4v30jlmZ6ZUQrLiufiVvAcyCu9U0Xrq9ve7KvVbTfsfsVH3jy2TnFY2ck+9wiyWIiocsXLHnvIbgen2/iWjwN6CdnFSw8fGrOsSkNLktsboquX7yss3Jzs50HdOASmCVLVofi6o88nIwxx+DeRp9prd3Sz7gJuH69/wc0A8f01orMW9h2Kq4W9RjgSmttnzWxccY4Gpf4/RwoAU7orRWZV197LC7ZPAe4xlr7owSvVYprkdYKzO0+U2yMuQS3QdK11tr/6dYr9+ruM9/GmAJcXXIxMLG3vsJ9XLsA97XNAw621q7u9twCXGu7+6y1l/Y4Lhe3eO0Va+0FA1xjEZrpFclOweqqOuAvuD6LLwBNuFqv2bhXxUnTvv7l9bsf/N1fWt968k4tdpN0ZXPyFuLKfRLane2lOu3ONpBI1EYf3xBe+sUHOpZsbrYH4r7GLwJ/S8eE1xOrK+73xbq1tt5aey2upncGruNDb+NC1trHgfNwM6PXDDVAa22Llzh/ELeNdq/9cq21UWvti7jOD2uAbxpjEm1jGfs6PNBLacTj3n1Zt7FR3G6h3ePoxJUojKP30oe+TMTNUr/UPeH1zrkS13mlt57ZZ3vX6W8WfERQ0isjntfabBlwHa7GbAXuj/3RuMUCyb3e20+/teuB3/4xWF11XzTUEdcsmsgwutianDUk2LrskXXh9aGIHfatcTNFc6et//XzXTf+9oWu9dZtmrMW90L7L0tWhxJpOTWsrLU7cf2bz+z5XB+LsWKLyOb3N9ZLGF8E9vNmIhPSx7WfxL1LN9C1O3G/60cxQDLfi9jv7N5K1mKfR1e3sTu9Vm495fUYO9Rrx67f2/neD0SA/yZwraykpFfEE6yuqse1nrkd9yp8K3A4sD9ulW7yRCPR1tcffmX3g7//ffvG15bacGhEto+RtDR99bnXjcLNwhV6twG1h4lsbrbrUhpZBopaa1+sizz32fvbb3hmU6QEV//5Ki5B+9uS1aFGH8OL1/24xY3vMMZcA2w3xpT0GDvOu2/zxh1qjKnHlT70NA5X3hFJJBhjzCeAZm9xVndFuC2OY9ceb4zZyp462D7jTMAaXMyzenlugXcfK61YCUw0xuz1M+Ql4YcAW621cdcVW2tbgI29XdsYMwv3Ob3Z4/FcXOnHMu8FzIimpFekm2B1lQ1WV63Azfo+gqtlK8ItdIu7hVO8bKgj3PLyf5/d/ch1v+vcsmqZjUY0Uya+6yqZdj7ube2Edmd7fbtKHLrbHYxu/8WzXX/5ydOdz7R2sQBXw7kct4j2riWrQ4nM8vnpBuBYY8z53R57CfeW+e+9WtmYb3r3D3v3b+NmHxcbY2bGBnltw8qBR7u3PYtTFW6W9k9enWvMN3B5zcPg2qrhZqm/5dW8xq49H7cr20prE+sx7c0S3we8u8c5i9izOUasp/EduNnXnrvOfQ5XhjCYjSruAE4yxpzX7do57OnX2/Ocx+OS4acGca2so4VsIv0oLisvw9V/7U8K25vF5IyZMmr0Eeefnjd57tHGBPSiVPzy6uH3Xv5FXFP/qbgFMgOaNcaU/OGiwq8HhtaDNOOFoza8bFPkqWurup4LRZmE+91Ri2sBd++S1aGM62tsjLkZ13lgQazjgjHmbuAKXEnY08CRuIVb/wGuiCWzXkeBe3G/P+/GJYLvx82ynmitXeuNG4dLXDdYa28cIJ5f47Y3XoNLcufhfldXAad7ySnedsjP4Gpr78KVP7wHN5lxjrX2uW7n/Dowvq+WZ93GHeCdc4z3+bTg2rDtB/zZWnt1t7F3etd7Gteh41DcBhG1uMV+O7xxn/Q+h19aaxv7ufZEXM/k/XFf5624zhULgIeAi3r0Tv4+bhe2C6y1D/c8Xy/nX0QWL2RT0isygOKy8nzgLOBk3C+aSbiVt9txbXeSLm/S3Aklh5x+ct7E2YebQE7Sdo4Tidf4jY8dMfuVa98PnIAr94nrLei/XFL4yamjAr299TsibG2Jbrrupa4lr2+PNgIH4N4hehv3Vvc9GVLOsA+vO8NruDrc91pro94s69dx7bpm4SYE/gT8yVob6XH82cAPcIlxE+6dtO93n2nt1hnhKWvtGQPEE8Atlvs87vfyZtwGRL/s2QbNayH2E9zMcgiXgH7XWlvdY1wNriPDgC/ajDGzge/g+v5OwyWxN+O2BQ51GxfwYvw47sVPBy5h/kZs+2Zv3JO4FwzzrLU1A1x7AvBtXNnCbNzfonuAH/SsHzbGPAGcBkyw1jbF8XktQkmviHjtzS7FLZI4APc22nrcCuyUyCkZX1RyyOnH5E+ff3wgrzDpi+pE+mTt5w//z7vycCu/a4G46gG/dmL+qWeU5p6V0tjSUFfEdj26Lvzon5eHXrburfdDcDOZq3Cr+p9asjqU0bs0erOmTwKLrbU/9jmcpDPGnAT8xlpb7ncsw8UYMw/4ZLeHTgPmKOkVEYrLynNwswWn4ZqCl+JmDtbjZi9SI5ATKDno1EMK5xx+Qk7JuJkDHyAyZA8dfu/lv8XtdlWCS94GdNyMwJTvn174uVQGlm5qGqNrfvdCZ+W6BtuMm/Gci/udsBo3u1vjZ3zJ5NXiruprd7ZMZoz5FbDCWvtPv2MZLsaYM3CdLLrbqKRXRN5RXFZehKtvOxGX/M7FNSuPNS1PmYLZh80sPqD8hNzx0w9R3a+kUOe8Z3949OgdK67C7bT1HHGW89x6RdGXRxeYcSmMLS0EQ7b1vtXhh29dGXoD14LqIFz3gLdw9ZtL0mx3NemHMeZTwC3W2kxZYCgJUtIrMgTFZeWjcXVYx+KS3zm4cocaUrCrW3e5Y6eNLjnktOPzp+x3jMnNLxr4CJHEmEjoPQuWvLcM9z2+ijjfzfjhGQUXHjU95/iUBuejcNSGX6yLPPfHl7qWNXcSwtXtHoTrbbz6/7d3Z7FxnecZx58zG8nhIoniot2irDG1WXFrOVS3xG3quKgNVo4d+CJw2xRtArQX6UWT3hQo0JsmRdGrAkmBAr2I3aBAAcds6yV1jNqBI1EyJIuSLQ1HC2WT2kgNV42Gc2bO6cU7NIcUZQ4lDoc6+v+AgzNcZuaTSHCeec/7fZ9srdoPepIuL7DAKkLoBZZBPNG1XrZ4+2Oy4LtJNrngkpa2+PiSOdHaSP3uL++v2br3YLi2YSm7+wCL+bf9rx76H0mHZFXeC+Xc6ZlEZMe3D8RequTAqqX/RuH0jz5w//dc2puQ9fV3yFa46JdNWPvPnqQbuEv/QBAQeoFlFE90bZRN/Nkj6/dtkzQkm1mcr/Tz1+04sKNux+Nd4aa2Rx7wVaOwPK7v63nxqVBh+k9kM8+PlXOn2ojCL3+t7nuxsBOr7PBWzvWb3tDLfe6b/zdQGCx+aq2kTtlktZRsGam3epIua20DqxShF6iAeKKrQxZ+E7JK0FpZ8B2SrRdZUdGWh5rjj/z6gWjLtkdD0ZqGSj8fgit6a+TJ3W/+6ZOSfku2sUJZbTv/9HTt13c2h/ZUcmwrYSrnT7yRyr/9cp97qvhqGZEtkbVetkTXOUn/3ZN02ZgDWOUIvUCFxBNdjqwS9BXZouUdslnwA5KuqkJr/M7hhJy6HQd21G7duz+yduMuJxwJTOUNK+bv9796KCnp92WL8A8u8v2SpD/8QnT/C3uiz1V0ZBXkFnz3yGDh/R9+kHt/KvfZVZoW2ZKFaVnYPSzp7Z6kO12tcQIoH6EXqLB4oiskab+s5/chWQCukVV9r6hCu7vN58TqovHEr+2q2dS5P9zY8rBD/wPKc3r/q4e+JeklSRtlGxQsakODU/ejZ2u/e7/tzub5vp8c8fp++EHu5wNj/mTx0zHZVZtGWe9uv2xlhk+qNU4AS0foBVZIPNEVkfSEpN+UTXTbLKlZ0nVZAL65UmMJN7bUx3d27Yu17dgbql+79T7LJVhhTUOHf2X70R+8IFui77DK7E//l2drv7mxMbStooNbJp7v++fS3kev9LnvnrjqjZR8aYOsneGapPOS3pX0Xk/SrXiPPoDlRegFVlgx/O6TbXKxXRZ+N8ouHQ+pgju8LSSypr2xbseB3dG2jr3h+nVbqQBjAd/Z/+qhgqSnJF2WvVFb1F8ejP3G73REfreiI7tHnu/7qRve6VdOue99ODfs1srak2KyZcjOyqq7V6sxTgD3jtALVEmx53ebpIOy1R42ynZzkiz8XpVUWPjelRFuamuo23Fgd6x9x95w/bptBGAUvb3/1UP/IOlF2SX+M+Xc6bENoZa/++3av6joyO6S5/t+/w3v1Ct97nsnr3mlbzTDkrbK3owOyXp335F05H7fRhh40EWqPQDgQZVJ9fqydXwvxRNdayV9UdKvyloftsiqwFdlL7zZlRhTYeL61NSHrx+TdCzc2FJft/2xRHT91o5wU2tHKFrbuBJjwKpyTdKbknpk1c4bsr50R2VMxPzwqjcyMe2nm2qc5oqOcglmenZ/3Oe+d/q6l5735XZZz/2UpBOSPpL0Xz1Jd/73AbgPUekFVpF4oism2+CiS7PVpnZJo7JZ82XtiFUJ0bYdLTWbOjuizVs6Io0t251IlF3ggseT1CvbUex1SccHvv+ML0ndndGQpL+S9KRsItdYOQ/4t1+uefrxTeGDlRjsUni+758d8fp+fNJ976Ph28Juk6SdsirvOdl24j+TdIZd1YDgIPQCq1Cx9WGnrPWhU9b6sFk2gWhQ1lNZvUutjuPUbNq1IbYh0RFt3twRblj3kBOKRKs2HtyLC7KNFd6U9NbA95+5Y095d2f0OUnPySq958t58N/bGdn+50/E/mg5Bno38p7vnhn2+l455b7/8bA3Ou/LtbLK7lrZUoKXZBPVjjBRDQgeQi+wysUTXW2yyu8XNNv3Wy8LvtdUxervZ8KRUO2WvVtiG3Z2RNZu7AjH125xQqFwtYeFufxCfrqQGbvspi+PuyMDU/mxq/8xcey1fy73/t2d0T2S/kz2RuxoOfeJhhT69+frvlsTcWrvcth3ZSrnj/cOFo7+5LR7/PpNf357UFjWT79ZtmzggGy3uXd6ku7USo4TwMoh9AL3iXiiKy7r+X1CtoxSe/FwZOH3mqRM1QZYwonVRWu3Prot1tbREWlq2xaqa2xzwpGaao/rQeL7vu9NTw0XJtOD+bErQ7nrFwZz184Py/7o10o6IOkXkn6QSfWW1TPe3RmtkfTXst3ZTqjM37d//GrN84+sD++7u3/J0lye9AZ+fiHf++rZfDLv3dZ37Gi2b3dcVuX+WLZ9MKsyAAFH6AXuM8XNLh6SbXixR1KrLAS3yia8XZNVgXPVGuNCIus2r4m1bmuPrNnQHm5obg/F17SFauLrHScUqvbYgsDP5zKFm6OD+fHrg+6NTwenL58d8rJTn/c78ISklKR/zaR6T5f7PN2d0ZckPSNbV/rTcu7zjUej+17cF32+3OdYqrzn588Me30/Pev2Hrvs3Wk5tfWyyaGOrG/3gqxvN0nfLvBgYPUG4D6TSfV6sok2F+OJrtdl26LuL55bZZWsDtm6v8PFo+oBOD86NJ4fHRqXTYKSJDmRWDja1tEabd7SHmlqbQvXr2sP1TW1h6I1DVUc6qrm592sl8ukvezUqHdrMp2fHB7OXT036N74dH6/6mJuyLbV7ZRUduiVreJwUNYaUFbofet8/tzX90a8kOMs6xucqZw/fnSocOwnp9zj1276t+7wbTNhN6K5fbtHe5Luii4JCKC6CL3AfSyT6nVlyyp9VGx/2CcLwA/JXuxbZQF4ShZ+RyRNV2e0t/PzuULucvJq7nJyzqXlcENzPNra0RZdt7E93Li+PVy3ps2J1TY5kVh90CvDvu/Lz09PetOZUS87lfYy4+nCzdHR/MRw2k0PjXqZsTuFu6UakbRbUiKe6ApnUr3lBsB+SWlJuyRFVcY22iMZP3tl0v9kc5Oz/W4HO8Pzfe+Tcf/8Ly7lj9+hhWHGTNgNy4LuoKwP+f2epLsq2oAArCxCLxAQmVRvRvaifrS47u+e4lEagGfWIB2WBZdV+eJfmEpnClPpgexFDcz5guM44Yb18XDj+sZwfG1DuK6pMVTb0BCqrW90YnWNoWhdgxOtaXQiNQ2rdSKd7xXyfiE/rUI+6+UyY152Ml3IjI8WJm+k8+PX0256cNR3syuxcsCk7DWgWbY83kA5d+pJumPdndHLsp7YZlk7zaI+HvaSm5tC2+9qpJKGb3pXjl/xTr6WdE8PTvift2V3i+x3vjTs9ko63JN0V2yrbwCrD6EXCKBMqndM0i8l/TKe6Fqj2QC8XRZUWmXBwJOtATxWPK+aKvCCfN8vTI7cLEyOLBpeQvG1dZGmlsZw/bqG0Ew4jtXFnVA4olAkaudwZPYciigUjspxQpLjOHIcSY4cOVJxZzqn+DnPy/uem/Xz+Wm/kMv6eXfaz+eyfj437eens76bnfZy2azv3pr2pjNZbzoz7WWnst6tiWm/UNVL6iHZ8lzrZb8HklQna3EYWMLj9MsmVa5XmaH3nYv5/qcejjy9hOfQVM6fOH290PdGKn/yxNwtghfSIvv9DsnC7qeaDbur8s0dgJVF6AUCLpPqHZd0WNLheKKrSXZJe5dsyaY1shDUKikhC71jmg3Ci166Xq28zNitnLUC3Gli04OiThZwm2U/64ysyn9G9jMekO38txQzu7N1qMzd2T4a9tJjWX9kba3T8nnflyv4udQN7+N3LxVOvnUuP1DGDLOZN3COZsPuURF2AcxD6AUeIJlU74Ss+tUbT3RFZZe1O2RtD5tlO1OtK97eLQtIMwF4TBITf1Y3R1KD7Oc4c0RlIXdYFlaHZasXpCRdzKR676a6PyTrCc7KgnRZk+j6bxSSX9wcuS30FjzfG5zwzx8ZLPS9lnTPTuW0WHtHWLZiyWZZ4J5f2V2uvmcAAcKSZQAkSfFEV62sYrZDFoQ3yCrB62TBpl7WDzwmCzkTquaucJCkGs0NuI2yav3EvOOSLOSmJA1nUr33/Ie/uzP6B5K+ptmtexf1lY7wtu8crPmmZBXdS2Ne6sRVL/lGKt9/45ZfTviu0+zW3BOy8H1ZFnaPEHYBfB5CL4AFxRNdDbLwO3O0ysLvWlkQrpOF4CnZmq03i7fZvrUywrJQWxpww7IJafND7mDpcZfV3M/V3RndJelbsisCveXcJxKS8zdfqnn6+JXCuZ+dz1/M5su+ctAsC7trZK0YQ5qt7J7sSbpVX5IPwOpH6AVQlniia53mhuB1suBVL7ukXi8pLusDnh+EMyqj7xOfCcl2TSut4sZl/4+lIXdSFgJLQ+7oclRyF9PdGY1J+p6kL0k6KftZL6fSFgbJgu4VSWdlYfcCm0oAWApCL4Aliye6HNnM/ZntkNuK53WycFYahOslxWSBrTQI39RqXy2issKyannpUVs818g2FJkfcEc1N+BeKa7VXBXdndFvSHpW0i1JnyzTwy7UwnBFtu3x0Z6km16m5wHwgCH0Alg2xb7gNs2G4JmjvuQoDcO+LAznisd0ye2Zj+/bFSRkYb80zJYeEdlEsFslR3be7TlV3OJExFWjuzN6QNIfyyZEnriHh4podjvtet3ewtDXk3Qf5DdIAJYBqzcAWDaZVG9WVvH7rOpXrAqv0e1BeL2sKjxT2YwVj8aS2zHZpf47BeLSj/OyiXXL/U7ekf2tjMiqs5EyPp4Ju9LcMDsuC3S3iuOfklVv08VjtOR8cyXaFO5Rv2ysu1Xm7mwlHFmv7obieUwWdIeLj3tEtDAAWEZUegFURTzRFZFtKDDTG9woqwKXnus1GyJjmhuOS2/HZIFzZs1Yr3gUSm7PD8T+AmdHc4NsuHh4slA9cxQW+djVbLCd0O2hNi3rvb3vq5fdndFvS/qqLKyWs95vk2ZbYrKyzS2uy6rZJyWd6km6q6qiDSAYqPQCqIpMqjcvC0l3DErxRFdYFnxLg/BC4bhBFlhDixxO8aHnn0tvLxRifc1Wl7NlnD9b37j47wyypKTHZZX7O/0sazVb4Q/Lgu6HxfMpWdi9RlUXQCURegGsWplUb0GzE7nuqNhCMVOdjWpuy0Hp55ySQ/M+nvnctBYIs5lUL2sSL6xftjvbw7I3FjP/T7WySn6r7E3JTNvCsGwFhpOy9gX+XwGsCEIvgPtesffV1WxbAVbOFdnubBlJm2SvKy2y0JuWtS2MSLogC7pnmJQGoBro6QUA3JPuzuizkl6QtFEWcEdkgXdA1v5wpifpjldtgAAgKr0AgHvXL1uxIyXbkvispFRP0s1UdVQAUILQCwC4VxclvSLr0b2f11UGEGC0NwAAACDwQtUeAAAAAFBphF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4hF4AAAAEHqEXAAAAgUfoBQAAQOARegEAABB4/w/ytlwcyy9wnAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 2 绘制男子引体成绩等宽分箱的饼图"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "source": [
    "plt.close()\r\n",
    "r=pd.cut(male_df['男引体分数'],bins=3,labels=['(0,33.33]','(33.33,66.67]','(66.67,100]']).value_counts()\r\n",
    "fig =  plt.figure(figsize=(5,5),dpi=150)\r\n",
    "explode = (0.1,0,0)\r\n",
    "_ = plt.pie(x=r,labels=r.index,autopct='%0.1f%%',explode=explode,shadow=True,pctdistance=0.75)\r\n",
    "_ = plt.title('男引体分数比例')"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 女800米直方图"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "source": [
    "plt.close()\r\n",
    "r=pd.cut(female_df['女800米跑分数'],bins=4).value_counts()\r\n",
    "plt.figure()\r\n",
    "fig =  plt.figure(figsize=(5,5),dpi=150)\r\n",
    "_ = plt.hist(female_df['女800米跑分数'],bins=4)\r\n",
    "_ = plt.title('女800米跑分数直方图')"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 女跳远直方图"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "source": [
    "plt.close()\r\n",
    "r=pd.cut(female_df['女跳远分数'],bins=4).value_counts()\r\n",
    "fig =  plt.figure(figsize=(5,5),dpi=150)\r\n",
    "_ = plt.hist(female_df['女800米跑分数'],bins=4)\r\n",
    "_ = plt.title('女跳远分数直方图')"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### BMI男女对比"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "source": [
    "lables = ['低体重','正常','超重','肥胖']\r\n",
    "male_bmi_bins = [-9999,16.4,23.2,26.3,9999]\r\n",
    "female_bmi_bins = [-9999,16.4,22.7,25.2,9999]\r\n",
    "male_bmi=pd.cut(male_df['BMI'],bins=male_bmi_bins,labels=lables).value_counts()\r\n",
    "female_bmi=pd.cut(female_df['BMI'],bins=male_bmi_bins,labels=lables).value_counts()"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "source": [
    "plt.close()\r\n",
    "fig =  plt.figure(figsize=(5,5),dpi=150)\r\n",
    "gender_lables= ['男','女']\r\n",
    "gender_num_data = [male_df['BMI'].count(),female_df['BMI'].count()]\r\n",
    "bmi_data = male_bmi.values.tolist()\r\n",
    "bmi_data.extend(female_bmi.values.tolist())\r\n",
    "bmi_lables = male_bmi.index.tolist()\r\n",
    "bmi_lables.extend(female_bmi.index.tolist())\r\n",
    "# colors = [ '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#2ca02c', '#d62728', '#9467bd', '#8c564b']\r\n",
    "plt.pie(x=gender_num_data,\r\n",
    "        labels=gender_lables,\r\n",
    "        autopct=r'%0.1f%%',\r\n",
    "        pctdistance=0.85,\r\n",
    "        radius=1,\r\n",
    "        wedgeprops={'edgecolor':'w','linewidth':1,'width':0.3})\r\n",
    "patches, texts, autotexts =plt.pie(x=bmi_data,\r\n",
    "        # labels=bmi_lables,\r\n",
    "        # colors=colors,\r\n",
    "        autopct=r'%0.1f%%',\r\n",
    "        pctdistance=0.8,\r\n",
    "        radius=0.7,\r\n",
    "        wedgeprops={'edgecolor':'w','linewidth':2,'width':0.7})\r\n",
    "_ = plt.legend(patches,bmi_lables,loc='upper right',bbox_to_anchor = (0.75,0,0.5,1),title='BMI占比')"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.8.11",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.11 64-bit ('ml': conda)"
  },
  "interpreter": {
   "hash": "88c4a1b83521bb67c2a704a59fd8d4fbc808906c2f39c8cdcdb8c42e25302470"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}